HP Labs 2009 Annual Report

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HP Labs 2009 Annual Report

Dear Colleagues, Welcome to the HP Labs 2009 Annual Research Report. I am proud to present to you this year’s research topics, achievements and people. In this past year our work has been to focus our research agenda on fewer, larger projects that we believe will change the future of the industry and the future of HP. In this year, we consolidated and streamlined our agenda to focus on 21 “big bets” that we believe have the potential to significantly impact customers and generate billions of dollars of revenue for HP. Our contributions this year led not only to new product and service offerings for HP, they advanced the state of the art. We expanded our partnerships within the innovation ecosystem, strengthening relationships with customers, other research institutions and with industry thought leaders across the globe. We welcome you to explore our progress and successes here in this report as well as online at the HP Labs website at: http://www.hpl.hp.com. Best regards, Prith Banerjee Senior Vice President, Research, and Director, HP Labs

HP Labs Overview

About HP Labs

Our People

HP Labs, HP’s central research team, is chartered with enabling new opportunities for HP through technical innovation and scientific breakthroughs. Our legacy is to take fresh ideas and turn them into new products and businesses that serve our customers and make the world a better place.

The real power of HP Labs is its people. Our researchers are among the most distinguished in their fields – and it shows. They've received some of the highest honors in science and engineering, including the Turing Award, the Julius Springer Prize for Applied Physics and the Feynman Prize for Nanotechnology.

Our goals at HP Labs are to: • Advance the state of the art, as evidenced through intellectual property IP generation in the form of publications and patents. • Ensure our innovations reach customers through technology transfers to existing HP businesses, new business creation and IP licensing. • Lead and collaborate with others in the technology community through our Open Innovation approach, to accelerate the advancement of common goals.

We have recognized global leaders in areas ranging from nanotechnology and computer algorithms, to data management and data mining, digital signal processing and data compression, or thermomechanical architectures of chips, systems and data centers to energy management at these scales. More than 60% of our researchers are PhDs. Collectively, our staff has generated thousands of publications and holds thousands of patents. Our team includes three HP Senior Fellows and seven HP Fellows, 11 IEEE Fellows and five ACM Fellows, as well as fellows of the British Computer Society, the American Association for the Advancement of Science, the Society for Imaging Science and Technology and many other professional societies – along with one technical Emmy® winner and one winner of a technical Oscar®.

HP Labs operates in six locations around the world: Palo Alto, USA; Bangalore, India; Beijing, China; Bristol, UK; Haifa, Israel; and St. Petersburg, Russia.

HP Labs’ Impact HP Labs’ researchers solve interesting and important customer problems. Recent innovations include: • Networked storage advancements including deduplication technology that radically improves efficiency. • Pioneering cloud services: HP Labs is on the cutting edge of developing new cloud-based services including CloudPrint, MagCloud and BookPrep. • Printing engine advancements that lower cost and improve quality for customers of HP’s Indigo printing products.

Two of our scientists have been elected members of the US National Academy of Engineering and one is a member of the US National Academy of Sciences.

Research Agenda Our greatest opportunities come from working together in large teams, and with customers and partners, while focusing our efforts on a shared vision or goal. Our work falls into eight technical themes. Within these themes, we have 21 “big bet” projects. These are

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Ronald Schafer Ph.D., Electrical Engineering, Massachusetts Institute of Technology HP Fellow RESEARCH INTERESTS | Schafer is recognized as one of the world's leading authorities on digital signal processing. Schafer co-authored the digital signal processing field's definitive guide and did some of the earliest research in the field. He is currently exploring problems of acoustic signal processing for seamless collaboration systems. SPOTLIGHT | Schafer is a Fellow of the IEEE and the Acoustical Society of America, and a member of the US National Academy of Engineering. He has co-authored six widely used textbooks in the DSP field, and has received numerous awards for teaching and research including the 2010 IEEE Jack S. Kilby Signal Processing Medal, the1985 Distinguished Professor Award at Georgia Tech, the 1980 Emanuel R. Piori Award and the 1992 James H. Mulligan Jr. Education Medal from IEEE.

ambitious projects that, if successful, could lead to significant business opportunities for HP. To ensure our large bets pay off, we’ve established internal review boards to help guide the process of converting discoveries into commercial offerings. In addition, while we have some of the best minds in the world at HP Labs, we know that we don’t have a monopoly on innovative ideas. So we’ve taken an Open Innovation approach and are actively partnering with leading companies, academic institutions, and government agencies. New Faces of International Leadership

Innovation Research Program

New faces joined HP Labs’ international leadership team in 2009.

Now in its second year, the HP Labs Innovation Research Program (IRP) creates opportunities for faculty and students at leading colleges, universities and research institutes around the world to conduct breakthrough collaborative research with HP. Their joint aim: to tackle some of the tech industry’s most complex problems and to push the frontiers of fundamental science in HPL's eight thematic research areas.

Doron Shaked D. Sc., Electrical Engineering, Technion University Director, HP Labs Israel Shaked, an expert in print quality and automation technologies, joined HP Labs in 1995. He and his team develop state-of-the-art technologies in such areas as color half-toning, print quality assurance and fully-automated image enhancement, which are commercialized in Indigo presses and other HP printing products. He also took part in an initiative to extend image analysis to automate HP's IT service business.

Sixty professors from 47 universities in 12 countries received 2009 Innovation Research Program Awards. The 45 projects funded in 2008 have so far yielded 61 published papers and 13 invention disclosures. 31 research projects from 2008 received a second year of funding in 2009.

Sudhir Dixit

IRP awards provide project funding of up to $100,000 per year to each academic institution and are renewable for a total of three years based on research progress and HP business requirements. Awards are primarily intended to provide financial support for a graduate student to assist the Principal Investigator conducting a collaborative research project with HP Labs. The next class of awardees will be announced in spring 2010.

Ph.D., Electronic Science and Telecommunications University of Strathclyde, Glasgow, U.K Director, HP Labs India Dixit, who specializes in network technologies and research leadership, joined HP Labs following a joint appointment as a CTO at the Centre for Internet Excellence and a Research Manager at the Centre for Wireless Communications, both at the University of Oulu, Finland. He was a Research Fellow and Senior Manager at Nokia Research Center and Head of Network Technology (USA) for Nokia Siemens Networks.

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Research Themes and Big Bets

Analytics Automating Security Our vision is to achieve a far greater degree of enterprise-grade IT security and resiliency than is in operation today through an analytics-led, integrated security lifecycle. As the assessment of risk changes, different policies kick in, the underlying mechanisms adapt, and metrics show how the organization is doing and whether their choices turned out to be good ones or not. Model-driven metrics can provide the assurance enterprises and government agencies are seeking. Ultimately, the aim is to automate as much of the security lifecycle as possible.

Open Innovation Spotlight Dr. Alper Sen - Bilkent University, Turkey Design and Analysis of Procurement Contracts and Related Bidding Processes Dr. Sen’s project is developing game-theoretic models of supply contracting and bidding competition to enable an integrated approach to the design of supply contracts and RFQ processes for awarding such contracts. Building on prior collaborations with HP Labs’ Business Optimization Lab, the goal of this project is to develop a formal analytical framework for the analysis of design decisions in supply chain contracting and bid-taking processes for awarding contracts -- accounting explicitly for information asymmetries, correlated information, supplier heterogeneities and risk attitudes. His team submitted two research papers in 2008, two research papers in 2009, and expects to submit another paper in 2010.

Analytics for Operations We foresee the emergence of the “analytic enterprise”: an enterprise in which clean, real-time data automatically feeds models of the key business implications, and in which the decision processes are seamlessly and completely optimized based on predictions and tradeoffs. We are enabling a radical transformation from backward-looking, informationbased enterprises to forward-looking, continuously optimized enterprises. We are creating an integrated system for data-driven advanced analytics services that addresses HP’s key strategic and operational challenges while providing the foundation for new offerings in Business Analytics.

Now in its second year, the project is addressing the design and analysis of auction processes for allocating multi-attribute contracts, and will develop integrated models for designing contracts and auction processes. The project team is also exploring opportunities for pilots in HP business units. Analytics research focuses on technologies and processes that deliver new ways to leverage data across different formats and business disciplines, enabling faster, better informed decision-making. Three large projects comprise our Analytics portfolio.

Analytics for Personalization We aim to build the technology and analytical platform that will enable HP to be the leading personalization and customer-intelligence services provider. We are

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Julie Ward Ph.D., Operations Research, Stanford University Principal Scientist, Business Optimization Lab RESEARCH INTERESTS | Ward studies analytics and optimization. She is currently working on developing new analytical approaches for design and pricing of post-sales services. Her other research interests include product portfolio management, supply chain management and coordination, and IT infrastructure design. SPOTLIGHT | Ward led the team that won the 2009 Franz Edelman Award for Achievement in Operations Research and the Management Sciences, granted annually by INFORMS (Institute for Operations Research and the Management Sciences), which recognizes outstanding examples of operations research as it is practiced throughout the world.

building an analytics and cloud profile platform to pull together data from a wide variety of sources and build the most comprehensive and trusted consumer/behavioral profile in the industry, securely, transparently and controllably. Our technology permits partners to predict and address the individual needs of their customers and to deliver personalized experiences to end-users. We are making personalization real, and segmentation a thing of the past.

Cloud Cloud research is focused on delivering an application and computing end-state of Everything-as-a-Service: billions of users, accessing millions of services, through thousands of providers, over millions of servers, processing exabytes of data, delivered through terabytes of network bandwidth. Our Cloud research focuses around two primary topics.

HP CloudPrint In May 2009, HP and Research in Motion announced a strategic alliance to deliver a portfolio of solutions for business mobility on the BlackBerry® platform. HPL researchers in the Social Computing Lab developed one of the two preliminary technologies launched in the alliance: HP CloudPrint.

Enterprise Cloud Software Platform (Cirious) The Cirious vision is to lead HP in becoming the foremost Service Providers’ Service Provider, delivering a set of cloud capabilities that enable service providersto take full advantage of the power of the cloud. Our work enables service providers of all types to tap into foundational cloud capabilities – general purpose horizontal capabilities, as well as those tailored for specific industry verticals – that make it easy for them to develop, host and manage their services to deliver value from the cloud, and to integrate with an ecosystem of services from other providers.

HP CloudPrint for BlackBerry smartphones is a webservices-based solution that allows users to print emails, documents, photos and web pages using a BlackBerry smartphone, wherever the user happens to be – in the office, at home or on the road. The CloudPrint service enables mobile users to easily print to the nearest printer. The service is printer-agnostic and driverless and requires simple Internet access. HP and RIM plan to make CloudPrint available to BlackBerry Internet Service subscribers as well as BlackBerry Enterprise Server customers.

Social Computing Our work aims to harness the collective intelligence of the connected population inside and outside enterprises to create novel technologies and services. Ours is an interdisciplinary approach, combining sociology, economics, and computer science. We focus on the science of attention, creating models to understand and harness the flow of collective attention, supporting a mobile society with context-aware and anticipative technology, and enabling a fluid enterprise, where collective intelligence is harnessed via appropriate incentives to predict the future, make decisions, and allocate resources.

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Patrick Goldsack M.Sc. Electronic and Electrical Engineering and MA Mathematics, Oxford Distinguished Technologist, Automated Infrastructure Lab RESEARCH INTERESTS | Goldsack is a senior researcher in the area of flexible and adaptive distributed systems, particularly the adaptive infrastructures and platforms required for cloud computing. Goldsack has led research in formal methods languages and tools, distributed measurement and monitoring systems for the telecommunications industry, and software platforms for the delivery of telecommunications services. SPOTLIGHT | Goldsack is the originator of, and one of the developers of, the SmartFrog open source configuration management framework (www.smartfrog.org). This framework is used in a variety of open source and commercial systems as a core management technology and in areas such as controlling automated system testing.

Content Transformation Content Transformation enables seamless transfer of content between physical and digital media, and access to content wherever customers require. Three large projects comprise our Content Transformation portfolio. Next Generation Displays Our mission is to create the display that is the central component of the next generation of “thin” appliances or “Information Surfaces”. The future will bring a display that will be able to show print-quality information as well as video and interactive media, will be lightweight, robust and mobile, and can be manufactured at low cost and with low capital investment. Because of its paper-like and video capabilities, its flexible form factor and ease of customization and integration into products, this display will also enable novel product capabilities such as active surfaces and skins.

Magic PhotoBook Magic PhotoBook, a pilot photobook creation tool developed by HP Labs, uses image analysis and good design principles to scan hundreds of photos, weed out unattractive photos, and group the best thematically-similar photos together into a customizable photo album. It automatically chooses an optimal number of pages and populates them with the chosen images. From there, users can customize the album to fit their tastes. They can add, delete or shuffle pictures and captions. They can change the number of pages in the book. With each change, the layout automatically adjusts without cropping, rotating or distorting images. It leaves no blank "holes" to be filled.

Automated Publishing The Automated Publishing project invents technologies that automate the creative publishing process and drastically reduce both the skill and time required for consumers and SMBs to publish professional-quality content. Our goal is to make it easy for customers to unlock their media assets, wherever these are located, and use them to create new content with streamlined and easy-to-use composition tools, so that they can be printed to paper or otherwise consumed. Our work comprises innovations in multimedia content analysis, composition, and digital/paper interactions.

Snapfish, HP’s own photo sharing site, has begun integrating some of Magic PhotoBook's technologies into its photobook production process.

Document Lifecycle Content transformation takes on new meaning in the fully-connected, mobile, distributed world. Content exists in electronic and physical form, and must move between these two worlds seamlessly. Our work changes the way printed content is born, lives and dies in the connected world. To do this, we are inventing powerful algorithms, systems and services for printing and imaging, content transformation and multi-level analytics. Specific technologies include security, nextgeneration printing, functional image processing, classification and policy-driven workflows.

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Chris Willis B.S., Carlton University Emerging Technologies Product Research Manager, Multimedia Interaction and Understanding Lab RESEARCH INTERESTS | Willis specializes in enabling technology transfer and bringing business, competitive and customer guidance to HPL's research projects. His focus technologies include semantic web, image analysis/auto tagging, 3D, projector technologies, desktop tools, social networking and web analysis. He has developed incubation websites, product roadmaps, and desktop and cloud products for consumers and small businesses. SPOTLIGHT | Willis joined HPL from Snapfish, where he directed the development of core services and products within the Snapfish family of websites. He delivered and managed products including video, slideshows, music, audio cards, photo contests, fraud protection, coupons, uploaders, and desktop software; and led strategic customer and competitive intelligence efforts.

Digital Commercial Print Digital Commercial Print addresses the transformation from inflexible, analog mass-production printing processes to flexible, customized, on-demand printing processes which are enabled by new digital technologies that enable lower cost, higher quality commercial printing. Two important projects comprise our portfolio in Digital Commercial Print.

Paper Recycling Gets a Boost from HP Labs Deinking Technology Researchers in HP's Commercial Print Engine laboratory, working on liquid electrophotographic printing (LEP) printing hardware and processes, investigate how best to deink LEP-printed media. The team developed changes to the conventional recycling process that could massively improve the efficiency of LEP deinking - and their innovation has created a baseline deinking process that works with a wide range of inks and print media. It promises a 'universal' solution that the recycling industry could adopt with relative ease - and one that, if adopted, could make paper-recycling both a cheaper and more environmentally-friendly process.

Printing Processes for Digital Commercial Print Our vision is a breakthrough print engine technology platform which accelerates the analog-to-digital transformation for high-value commercial pages. We seek to create a unique combination of low-cost, highquality attributes not found in any single press process today. Specifically, our goal is breakthrough technology that achieves throughput of more than 1,000 pages-per-minute (ppm) with a consumables manufacturing cost per page lower than the current cost – providing the same high ink coverage, image quality, and media gamut as the best current digital presses – while also reducing its carbon footprint.

The team published their work to encourage industrywide adoption in a presentation to the Society for Imaging Science and Technology’s 25th International Conference on Digital Printing Technologies.

Commercial Print Automation The goal of Commercial Print Automation is to greatly accelerate the ongoing analog-to-digital, and long-toshort-run transformations in the commercial/industrial print industry. By putting new workflow technologies in place to enable efficient, automated, and re-engineered print workflows, we aim to reduce the end-to-end Total Cost of Ownership of a commercial print publishing system, driving conventionally-printed pages to digital production and creating new pages that did not previously exist. For example, by re-engineering workflows, our MagCloud service addresses an unmet need for short-run magazines. We are making it simple for more people to buy and produce commercial-quality print.

Immersive Interaction Immersive Interaction research delivers a radically simplified user experience, where human interaction through and with technology becomes completely seamless and intuitive. Two exciting projects comprise our Immersive Interaction portfolio.

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Nathan Moroney M.Sc. Color Science, Rochester Institute of Technology Principal Scientist, Print Production Automation Lab RESEARCH INTERESTS | Moroney is recognized as a pioneer in using the Web for large-scale color science experiments. In addition to his well-known color naming experiment, Moroney is the creator of the Interactive Color Zeitgeist and the Online Color Thesaurus. He is currently continuing his innovative work in color science, including developing a “family tree” of commercial print substrates which allows users to intuitively select specific substrates by natural language descriptions of their visual and tactile properties. SPOTLIGHT | Moroney was recognized as a Fellow of the Society of Imaging Science and Technology for his contributions to the practical application and standardization of innovative color imaging technologies, and serves on the Board of Directors of the Inter-Society Color Council. He is Editor-in-Chief of SpringerVerlag's upcoming Encyclopedia of Color Science and Technology, as well as a contributor to the popular Mostly Color Perception Blog. His standards contributions include work as technical chair for CIE Division 8 technical committee 8-01, which developed the CIECAM02 color appearance model for color-management applications.

Sriganesh Madhvanath Ph.D., Computer Science, State University of New York at Buffalo Senior Research Scientist, HP Labs India RESEARCH INTERESTS | Madhvanath, a Senior Research Scientist at HP Labs India, is a leading expert in pattern recognition and machine learning as applied to the field of human computer interfaces and interaction. He is one of the technical leads of the Intuitive and Rich User Experiences big bet, which seeks to make information technology more accessible and relevant to the world's next billion IT customers. SPOTLIGHT | Madhvanath is a Senior Member of the IEEE and a Member of the ACM.

Intuitive and Rich User Experiences Personal computing has not yet taken off in emerging markets. Our vision is that usage of a personal computing device becomes as simple as using a mobile phone or TV, or even as simple as talking to another human being. Our goal is to develop compelling services, a distributed experience software platform and a novel, hybrid (fixed and wireless) computing device that will provide rich and intuitive user experiences to meet the needs of customers in emerging markets. HP SkyRoom: High Fidelity Video Collaboration, at Your Desk

Seamless Collaboration Our research in Seamless Collaboration aims to extend telepresence from fixed infrastructure solutions to everyday devices. Our work will enable HP personal computing devices to create the sense of effortless connectedness that exists in a face-to-face meeting, and provide a rich range of human interaction and collaboration. We are making fundamental advances in research areas such as audio and video capture, video transmission, new experiences, video rendering and more.

HP SkyRoom, launched in August, is a new high definition (HD) videoconferencing and collaboration solution from HP that builds on technical innovations from HP Labs. It allows up to four individuals to quickly connect face-to-face in a secure, high definition video conference right from their workspaces, wherever they are in the world, at any time, and to share and discuss dynamic, multimedia applications while they meet. By allowing colleagues to easily share their work and communicate with the full range of facial and verbal signals that make person-to-person conversations both rich and highly time-efficient, SkyRoom is poised to radically improve the productivity of teams located from a couple of buildings to a couple of continents apart.

Information Management Information Management addresses the need to turn enormous and rapidly increasing amounts of enterprise information into relevant business insight. Three large projects comprise our Information Management portfolio. Taming the Information Explosion Within information lies insight, defined as the contextualized sum of facts, events and relationships obtained through algorithmic analysis of text and data from within and outside the enterprise, to infer relevant and potentially non-obvious patterns and implications. We are creating a suite of innovative insight-generation services, integrated into platforms for harnessing the entire range of unstructured information types, at the scale of global enterprises and information providers. Research problems include coping with the vast scale of information sources, navigability between related information, and determining the importance of information, i.e. its timeliness and contextual relevance.

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Live Business Intelligence Our research mission is to create a unified data and analytics platform, which we call “Live Business Intelligence (BI)” that shifts BI from the traditional backoffice, report-generation orientation, to an enabler for delivering data-intensive analytics that transform operational business processes and customer interactions. The LiveBI Platform leverages data management technology and fuses it with new paradigms for analytics development and execution, supports declarative models for computation conducive to massively parallel processing, and integrates analytics over both streaming and historical data. IT Informatics HP’s Business Technology Optimization suite offers tools for strategic decision making, test management and operations management; its strength is in its ability to create a unified store of an organization’s resources, provide aggregation of data with reference to resources, and turn this data into useful summaries and visualizations that assist IT managers in making better, more strategic decisions. Custom Taxonomies with HP Taxonom

Our research dramatically expands these capabilities through the use of more data sources to automatically create knowledge from the organization’s data, sharing IT knowledge throughout the organization, and transforming IT knowledge into IT automation. We focus on semantic automation, data and sequence mining, information association and quality, and program analysis.

Over the past 25 years, Pankaj Mehra, PhD and Principal Scientist of HP Labs Russia, has been researching large-scale information management systems, making contributions to industry standards and HP products including InfiniBand technology, NonStop hardware and software, and HP Software's Integrated Archive Platform. He conducts his research in close collaboration with HP’s customers in Financial Services, Defense, and Intelligence.

Intelligent Infrastructure

His latest endeavor is HP Taxonom.com, a cloud service incubated in HP Labs. This consultative service quickly and cost-effectively creates custom, relevant taxonomies to enhance the productivity of workers managing enterprise information. Used by IT managers, content management professionals, and corporate librarians, taxonomies typically take four months to create from scratch. HP Taxonom radically reduces those requirements, creating custom, conceptrich taxonomies from queries and documents within days. Taxonom2, the second-generation of this service, seeks to enable structured query over unstructured data, toward machine-assisted development of entity-rich and relationship-rich ontologies.

Intelligent Infrastructure includes the design of smarter, more secure enterprise computing devices, networks, and storage using scalable architectures that work together, connecting individuals and businesses to an exponentially expanding array of dynamic content and services. HPL research in Intelligent Infrastructure includes five large projects. Next Generation Datacenters The explosion of data that enterprises, consumers and sensors continuously generate, store, search, and mine requires new thinking about the way in which the datacenters processing this information have to be

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Goetz Graefe Ph.D., Computer Science, University of Wisconsin-Madison HP Fellow, Intelligent Information Management Lab RESEARCH INTERESTS | Graefe is one of the most accomplished and influential technologists today in the areas of database query optimization and query processing. He is currently pursuing research in business intelligence, specifically on improving the robustness, reliability and total cost of ownership of HP's business intelligence products. He is best known for his pioneering work on top-down, rule-based query optimization, which dramatically shifted how database query optimizers are architected. Graefe’s software designs continue to be core to query optimization and query execution in products such as Microsoft’s SQL Server, and HP’s Neoview’s query optimization component. SPOTLIGHT | Graefe's publications have become standard reference in the fields of query evaluation, dynamic query execution techniques and query performance. In 2000, Graefe received the “ten-year test of time award” at the ACM Special Interest Group on Management Of Data (SIGMOD) International Conference for his 1990 paper on parallel query execution. In 2005, he received the inaugural “influential paper award” at the IEEE International Conference on Data Engineering (ICDE), and in 2008 he was awarded the ACM Software Systems Award.

designed, managed and programmed. Our end goal is to build a scalable, power- and cost-efficient, automated and programmable datacenter for the "datacentric" society. To achieve this, we have structured a research plan that ties together novel computing platforms, photonic interconnects, scalable management software, and programming platforms. Next Generation Networking The goal of our research in this area is to develop a programmable network fabric over commodity devices and a programming environment for the fabric. This will enable the introduction of new network features an order of magnitude faster and offer greater control to enterprise and datacenter customers. We are building and deploying a rapidly-customizable, programmable datacenter and enterprise network, and deploying new applications on these networks.

Open Innovation Spotlight HPL expanded its research budget in 2009 through research grants from government funding agencies such as DARPA in the US and the EU Framework 7 Programme, among others. These grants are supporting leading-edge work in HPL research topics like nanotechnology, security, flexible displays, highspeed networking and information management. HP Labs researchers continually engage with the broader Open Innovation ecosystem in a variety of ways. In 2009, HP Labs partnered with the US National Science Foundation (NSF) to develop and launch a post-doctoral industry fellowship program. The program will support several post-doctoral candidates funded by NSF at HP Labs in 2010, providing researchers with top scientific talent, while offering post-docs the opportunity to gain real-world research experience in an industrial setting.

Next Generation Scalable Storage The goal of this research is to design the storage platform for cloud computing. Our approach is to exploit a fundamental tradeoff between the consistency, availability, and network-partition-tolerance of distributed systems. Our system modifies consistency models to offer much higher availability and the ability to update data even when there are network failures, at a low cost. Attributes of our system include scalability and ease of management, including capacity planning, automatic data reorganization, automatic tuning, and per-client Quality-of-Service (QoS). Nonvolatile Memory and Storage The memristive memory program’s goal is to create lowpower, high-speed, ultra-high density, low-cost and nonvolatile universal memory and storage solutions that eventually replace Flash, hard disks, DRAM, and SRAM. Our research path is to continuously invent and improve new memristive materials, device structures, hybrid CMOS/memristor circuits, storage and logic architectures, and information theoretic strategies tailored to specific applications. We develop significant intellectual property and work with external manufacturing partners for development and commercialization of essential components. CeNSE – Central Nervous System for the Earth CeNSE, a Central Nervous System for the Earth, envisions trillions of interconnected, inexpensive sensors

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Sujata Banerjee Ph.D., Electrical Engineering, University of Southern California Research Manager, Multimedia Communications and Networking Lab Rick McGeer Ph.D., Computer Science, University of California at Berkeley Research Manager, Exascale Computing Lab RESEARCH INTERESTS | Banerjee and McGeer co-lead HPL’s Next Generation Networking project, bringing together an interdisciplinary team of researchers from HPL’s Multimedia Communications and Networking and Exascale Computing labs. According to Banerjee, significant gains in performance, power-efficiency and controllability become possible when we make the network programmable and coordinate management with other infrastructure elements. The team’s cross-organizational approach is therefore crucial to achieving success. McGeer agrees, citing the team’s recent achievement of developing a new scalable design of a datacenter network and parallel design of a controllable enterprise network as a key example that was enabled by the team’s collaborative approach. SPOTLIGHT Banerjee’s research interests are in quality of service issues in networked systems. She is a recipient of the US National Science Foundation CAREER award in Networking Research, and is a senior member of the IEEE. She has served as an Associate Editor for the IEEE Transactions on Reliability journal, co-chaired the Technical Program Committee of the IEEE SECON conference in 2008 and is currently serving as the general chair of the ACM MobiSys 2010 conference. McGeer is the author of “Integrating Functional and Temporal Domains in Logic Design” (Kluwer, 1991) and has won best paper awards at the International Conference on VLSI, the Cadence Technical Conference and the Hawaii International Conference on the System Sciences. His research interests include logic synthesis, timing analysis, formal verification, circuit simulation, programming languages, and wide-area distributed systems. He was a co-founder of Cadence Berkeley Laboratories, and serves on the steering committee of the PlanetLab Consortium and the Croquet Consortium.

measuring and processing all sorts of data – environmental, seismic, and meteorological, for example - in real time, to improve the safety, sustainability, and security of people and businesses. Our research lays the conceptual groundwork for the communication fabric of a CeNSE-scale sensor network, with an emphasis on the wireless component. Areas of focus include the tools of network information theory, allowing for new architectures, protocols, and codes that go well beyond those deployed in state-ofthe art networks today.

Sustainability Open Innovation Spotlight Dr. Van P. Carey - University of California, Berkeley Modeling Tools for Data Center Energy Performance and Sustainability

Sustainability for information technology (IT) is creating technologies, IT infrastructure, and new business models that promote low emissions, save money and leave a lighter footprint on the environment.

Dr. Carey’s collaborative project focuses on developing fast compact models for thermal management performance predictions and energy efficient data center design; and seeks to link these runtime models to lifecycle exergy (available energy) consumption to obtain a metric of sustainability for servers, IT components and data centers. Anticipated project results could help reduce energy used to manufacture and operate IT equipment in California and worldwide.

Sustainable Datacenter The Sustainable Datacenter is a datacenter that consumes net zero energy from non-renewable sources like the public electric grid, over its entire lifecycle from initial resource extraction and manufacturing to operation and end-of-life reclamation. This data center satisfies the Service-Level Agreements (SLAs) of the hosted services, while reducing the Total Cost of Ownership (TCO) and emissions. Research thrusts include IT-facility demand management, supply-side management, integrated design and management, and management information systems.

This project builds on existing HP Labs collaborations with Dr. Carey and the Energy and Information Technologies Laboratory at UC Berkeley, and leverages additional state matching funds from the UC Discovery Program, supporting additional graduate student researchers working on the project. Dr. Carey’s project made important progress in its first year, advancing development and implementation of thermal management models as well as advanced field testing, generating five top-tier research papers in conjunction with HP Labs researchers to date.

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Cullen Bash M.S. Mechanical Engineering, University of California at San Diego Research Manager, Sustainable IT Ecosystem Lab RESEARCH INTERESTS | Bash engages in research associated with the thermo-mechanical architecture for future microprocessors, workstations, servers and data centers. His work has encompassed the modeling and metrology of various thermal technologies – from air and liquid-cooled systems to refrigeration and evaporative spray cooling. Recent accomplishments include advancements in fluid mechanics and heat transfer processes in data centers as part of the HP Labs Smart Cooling project. SPOTLIGHT | Bash today is a leading thinker in the increasingly important field of the sustainability of information technology. He leads exploration of interdisciplinary methods of improving the sustainability of IT from design, though manufacturing and operation. His team is one of the reasons HP was named the “Greenest Company” in 2009 by Newsweek magazine.

Ray Beausoleil Ph.D., Physics, Stanford University HP Fellow, Information and Quantum Systems Lab RESEARCH INTERESTS | Beausoleil, who was promoted to HP Fellow in 2009, leads the photonics research team at HPL, and is responsible for research on the applications of optics at the micro/nanoscale to highperformance classical and quantum information processing. His work has incorporated nearly all aspects of the physics of the interaction of electromagnetic radiation and matter, as well as experimental general relativity, computer modeling of physical systems, and computer algorithms. SPOTLIGHT | Beausoleil has published over 150 papers and conference proceedings and five book chapters. He has over three dozen patents issued, and over two dozen pending. He is a Consulting Professor at Stanford University in the Department of Applied Physics, where he collaborates on the research, development, and implementation of a numerical model of the NSF Laser Interferometer Gravitational-Wave Observatory (LIGO).

2009 Results

storage deduplication, personal video conferencing, video sharing and social networking, automatic layout technologies, and information management services.

Focusing Our Research Agenda In 2008 we created and implemented a five-year strategic plan that aimed to improve the impact of HP Labs on the company and on the technology community. We reorganized our team, instituted research advisory boards, and launched a number of large- and medium-sized projects.

Advancing the State of the Art We demonstrate leading-edge innovation through publications in journals, external conferences, our company-internal technical conference, as well as IP generation measured by invention disclosures and patents. We are especially proud of publications in what we consider top-tier venues: those that are most influential and well-respected in the industry.

In 2009, we further sharpened our research focus and consolidated our agenda to pursue a total of 21 big bets where we have a unique capability to advance the state of the art and deliver innovations that matter to our customers.

Total appeared publications by HPL authors in 2009 included 247 publications in books, journals and magazines, and 485 conference publications. These publications are included in Appendix 1 of this report. In addition, HPL researchers gave 646 presentations at conferences and workshops. In 2009, HPL researchers were granted 411 patents.

Measuring Success Business Impact We deliver a steady stream of technologies that support HP’s existing businesses as well as open up new markets for HP. We also sponsor incubations of new businesses and sometimes spin-out or license technologies.

Thought Leadership We enhance a positive image of HP amongst customers, media, analysts, partners, and academic and industrial peers. We influence the direction of the areas of technology that we pursue. This includes presentations to customers and universities, service on industry boards, recognition through external awards, and also includes external funding brought into HPL.

We measure ourselves on technologies that have impact in the current fiscal year and those expected to have impact in the upcoming year, as well as on technologies incorporated into longer-term business roadmaps.

People At HP Labs our success is founded on strong teams comprised of brilliant individuals who are passionate

In 2009, we recorded 93 total transfers, recognized as having business impact in the current fiscal year. Key transfers have been mentioned throughout this report and include significant advancements in sustainability,

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about contribution and customers. We seek to recruit, challenge, develop and retain the best talent in the industry. We seek employees who bring fresh perspectives, internal motivation and exceptional potential to our team. We value technical advancement, business impact and leadership in our employees.

Looking Forward Our goal in 2010 is to accelerate progress on our chosen research topics. One way in which HPL will achieve this is to fund a small number of technology “demonstrators” – proofs of concepts that take select technologies which are near commercialization to the next phase of feasibility. These demonstrators will show how our technologies can benefit customers directly by applying them to real customer accounts, in partnership with HP’s business groups. Our goal is that the demonstrators we launch this year will be high impact, successful technology transfer stories we talk about next year and beyond.

Project Pluribus 3D Demonstrator Have you ever wished you were one of the lucky few who were live at the Super Bowl or a once-in-alifetime concert? What if you could experience all of the excitement of a live event from your own hometown? HP Labs’ Project Pluribus 3D team aims to help you do exactly that, via a large-scale, highquality, immersive 3D display that provides an unmatched entertainment experience. The team’s vision is that the audience will experience an event (such as a concert, sporting event, or seminar) as a superior experience, thanks to the innovative 3D display, than actually attending the live event itself.

Credits The HP Labs Annual Report was designed using technology from HPL’s Automated Publishing team, and distributed via HP MagCloud.com.

Project Pluribus 3D is based on HP Labs researchers Nelson Chang and Niranjan Damera-Venkata’s development of an automatic multi-projector display paradigm that provides a vivid and high-resolution image by superimposing and tiling multiple projector displays, one for each eye, to create a superb 3D image.

Automated Publishing contributors: Niranjan DameraVenkata, Qian Lin, Jerry Liu, and Eamonn O’BrienStrain Portrait Photography: Chris Willis

Building on the outstanding success of HP’s unveiling of Project Pluribus 3D at the 2010 Sundance Film Festival by Phil McKinney, HP Personal Systems Group VP and CTO, the team is looking ahead to 2010 to continue developing a compelling demonstrator for this exciting technology. HP and key entertainment customers formed a 3D Consortium to provide business insights and develop co-innovation opportunities with the Project Pluribus 3D technology.

Cover Design: Lorraine Manawil Content Development: Hazen Witemeyer Editors-in-Chief: Laurel Krieger and Martina Trucco

Pluribus technology was chosen by PC Magazine as one of “Five Ideas That Will Reinvent Modern Computing” in 2007, and won a Best Paper Award at the IEEE International Workshop on ProjectorCamera Systems (ProCams) 2007.

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Appendix: HP Labs 2009 Publications

Appeared Abadi, D. J., Boncz, P. A., & Harizopoulos, S. (2009). Column-oriented Database Systems. VLDB 2009: Proceedings of the 35th International Conference on Very Large Data Bases, August 24-28, 2009, Lyon, France. Abdelzaher, T., Diao, Y., Hellerstein, J. L., Lu, C., & Zhu, X. (2008). Introduction to Control Theory and Its Application to Computing Systems. In Liu, Z., & Xia, C. H. (Eds.). Performance Modeling and Engineering (pp. 185-215). New York: Springer. Acosta, V. M., Bauch, E., Ledbetter, M. P., Santori, C., Fu, K.-M. C., Barclay, P. E., Beausoleil, R. G., Linget, H., Roch, J. F., Treussart, F., Chemerisov, S., Gawlik, W., & Budker, D. (2009). Diamonds with a high density of nitrogen-vacancy centers for magnetometry applications. Physical Review B: Condensed Matter and Materials Physics (September 15, 2009), 80(11), Article no. 115202 (15 pp.). DOI: 10.1103/PhysRevB.80.115202 Aggarwal, N., Smith, J. E., Saluja, K. K., Jouppi, N. P., & Ranganathan, P. (2008). Implementing high availability memory with a duplication cache. MICRO-41: 2008 41st Annual IEEE/ACM International Symposium on Microarchitecture, November 8-12, 2008, Lake Como, Italy, 71-82. DOI: 10.1109/MICRO.2008.4771780 Aguilera, M., & Swaminathan, R. (2009). Remote Storage with Byzantine Servers. SPAA 2009: Proceedings of the 21st Annual ACM Symposium on Parallelism in Algorithms and Architectures, August 11-13, 2009, Calgary, Canada, 280-289. DOI: 10.1145/1583991.1584062 Aharon, M., Barash, G., Cohen, I., & Mordechai, E. (2009). One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive System Event Logs. ECML PKDD 2009: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, September 7-11, 2009, Bled, Slovenia, Lecture Notes in Computer Science (Vol. 5781 LNCS), 227-243. DOI: 10.1007/978-3-642-04180-8_32 Aharonov, Y., Popescu, S., Tollaksen, J., & Vaidman, L. (2009). Multiple-time states and multiple-time measurements in quantum mechanics. Physical Review A (May 2009), 79(5), Article no. 052110, 2110-2110. DOI: 10.1103/PhysRevA.79.052110 Ahn, J. H., Binkert, N., Davis, A., McLaren, M., & Schreiber, R. (2009). HyperX: Topology, Routing, and Packaging of Efficient Large-Scale Networks. SC09: Proceedings of the Conference on High Performance Computing, Networking, Storage and Analysis, November 14-20, 2009, Portland, Oregon, USA, 1-11. DOI: 10.1145/1654059.1654101 Ahn, J. H., Jouppi, N. P., Kozyrakis, C., Leverich, J., & Schreiber, R. (2009). Future Scaling of Processor-Memory Interfaces. SC09: Proceedings of the Conference on High Performance Computing, Networking, Storage and Analysis, November 1420, 2009, Portland, Oregon, USA, 1-12. DOI: 10.1145/1654059.1654102 Ahn, J. H., Leverich, J., Schreiber, R. S., & Jouppi, N. P. (2009). Multicore DIMM: an energy efficient memory module with independently controlled DRAMS. Computer Architecture Letters (January-June 2009), 8(1), 5-8. DOI: 10.1109/LCA.2008.13 Ahn, J., Fiorentino, M., Beausoleil, R. G., Binkert, N., Davis, A., Fattal, D., Jouppi, N. P., McLaren, M., Santori, C. M., Schreiber, R. S., Spillane, S. M., Vantrease, D., & Xu, Q. (2009). Devices and architectures for photonic chip-scale integration. Applied Physics A: Materials Science and Processing (June 2009), 95(4), 989-997. DOI: 10.1007/s00339009-5109-2

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Aiyer, A. S., Anderson, E., Li, X., Shah, M. A., & Wylie, J. J. (2008). Consistability: Describing usually consistent systems. HotDep '08: Fourth USENIX Workshop on Hot Topics in System Dependability, December 7, 2008, San Diego, California, USA, (6 pp.). Aiyer, A., Anderson, E., Li, X., Shah, M., & Wylie, J. J. (2009). On the Consistability of Storage Systems [Poster]. FAST '09: 7th USENIX Conference on File and Storage Technologies, February 24-27, 2009, San Francisco, California, USA. Albuquerque, P., Pavlidis, P., Chatow, U., Chen, K.-Y., Jamal, Z., & Koh, K.-W. (2009). Use of web analytics to estimate adoption of a novel web service for magazine self-publishing: MagCloud. ICEC 2009: 11th International Conference on Electronic Commerce, August 12-15, 2009, Taipei, Taiwan, 311-316. DOI: 10.1145/1593254.1593302 Albuquerque, P., Pavlidis, P., Chatow, U., Chen, K.-Y., Jamal, Z., & Koh, W. (2009). Managing an online service with Google Analytics data. MarketingConf: 2009 INFORMS Marketing Science Conference, June 4-6, 2009, Ann Arbor, Michigan, USA. Alexandrov, A. S., & Bratkovsky, A. M. (2009). Polaronic memory resistors strongly coupled to electrodes. Physical Review B: Condensed Matter and Materials Physics (September 15, 2009), 80(11), Article no. 115321 (5 pp.). DOI: 10.1103/PhysRevB.80.115321 Almanza-Workman, A., Beacom, K., Braymen, S., Elder, R., Garcia, R., Hauschildt, J., Jackson, W., Jeans, A., Jeffrey, F., Kim, H., Kwon, O., Larson, D., Luo, H., Mei, P., Perlov, C., & Taussig, C. (2008). Roll-to-Roll Manufacturing of Electronics on Flexible Substrates Using Self-Aligned Imprint Lithography. 2008 MRS Fall Meeting, Dec 1-5, 2008, Boston, Massachusetts, USA. Anderson, E. & Tucek, J. (2009). Efficiency Matters! HotStorage'09: ACM Workshop on Hot Topics in Storage and File Systems, October 11, 2009, Big Sky, Montana, USA. Anderson, E. (2009). Capture, conversion, and analysis of an intense NFS workload. FAST '09: 7th USENIX Conference on File and Storage Technologies, February 24-27, 2009, San Francisco, California, USA. Anderson, E., Arlitt, M., Morrey, C. B., & Veitch, A. (2009). DataSeries: an efficient, flexible data format for structured serial data. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 70-75. DOI: 10.1145/1496909.1496923 Anderson, E., Hoover, C., Li, X., & Tucek, J. (2009). Efficient Tracing and Performance Analysis for Large Distributed Systems. MASCOTS 2009: 17th IEEE/ACM International Symposium on Modelling, Analysis, and Simulation of Computer and Telecommunication Systems, September 21-23, 2009, London, UK, 1-10. DOI: 10.1109/MASCOT.2009.5366158 Ankolekar, A., Szabo, G., Luon, Y., Huberman, B. A., Wilkinson, D., & Wu, F. (2009). Friendlee: A Mobile Application for Your Social Life. MobileHCI 2009: Proceedings of the 11th International Conference on Human-Computer Interaction with Mobile Devices and Services, September 15-18, 2009, Bonn, Germany, 1-4. DOI: 10.1145/1613858.1613893 Anthony, T. C., Lee, M. H., Bhattacharyya, M. K., & Gila, O. (2009). Ink density profile on Indigo developer roller. Journal of Imaging Science and Technology (July-August 2009), 53(4), Article no. 41201, 0412011-0412016. DOI: 10.2352/J.lmagingSci.Technol.2009.53.4.041201 Apostolopoulos, J., Dufaux, F., & Sun, Q. (September 2009). Security Applications for JPEG2000 Imagery. In Schelkens, P., Skodras, & T., Ebrahimi, T. (Eds.). The JPEG2000 Suite (pp. 273-290). Hoboken, NJ: Wiley. Argollo, E., Falcon, A., Faraboschi, P., Monchiero, M., & Ortega, D. (2009). COTSon: infrastructure for full system simulation. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 52-61. DOI: 10.1145/1496909.1496921 Aronoff, J. S. (2008). A Semi-Automated Approach to Tracking Biological Cells in Video Microscopy. MS Thesis, Dept. Computer Science, Colorado State University (December 12, 2008), (100 pp.). Avila, F. R., Biscainho, L. W. P., de O. Nunes, L., Tygel, A. F., Lee, B., Said, A., Kalker, T., & Schafer, R. W. (2009). A teleconference model with acoustic impairments suitable for speech quality assessment. SBrT 2009: XXVII Simposio Brasileiro de Telecomunicacoes, September 29-October, 2009, Blumenau, PR, Brazil. Bahl, G., Walmsley, R. G., DeMartini, B. E., Turner, K. L., & Hartwell, P.G. (2009). Passivated electrode actuator with stable resonance amplitude. MEMS 2009: 2009 IEEE 22nd International Conference on Micro Electro Mechanical Systems, January 25-29, 2009, Sorrento, Italy, 1099-1102. DOI: 10.1109/MEMSYS.2009.4805579 Baker, H., & Li, Z. (2009). Camera and Projector Arrays for Immersive 3D Video. IMMERSCOM 2009: 2nd International Conference on Immersive Telecommunications, May 27-29, 2009, Berkeley, California, USA.

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Baker, H., Li, Z., & Papadas, C. (2009). Calibrating camera and projector arrays for immersive 3D display. Stereoscopic Displays and Applications XX, January 19, 2009, San Jose, CA, Proceedings of the SPIE - The International Society for Optical Engineering, Vol. 7237, 72370A (9 pp.). DOI: 10.1117/12.807518 Balazinska, M., Hwang, J.-H., & Shah, M. A. (2009). Fault-Tolerance and High Availability in Data Stream Management Systems. In Ozsu, M. T., & Liu, L. (Eds.). Encyclopedia of Database Systems. New York: Springer. Baldwin, A., Casassa Mont, M., & Shiu, S. (2009). Using modelling and simulation for policy decision support in identity management. POLICY 2009: IEEE International Symposium on Policies for Distributed Systems and Networks, July 20-22, 2009, London, UK. DOI: 10.1109/POLICY.2009.16 Baldwin, A., Casassa Mont, M., Pym, D., & Shiu, S. (2009). Systems Modelling for Economic Analysis of Security Investments: A Case Study in Identity and Access Management. The First Trust Economics Workshop (WEIS 2009), June 23, 2009, London, UK, 5-10. Baldwin, A., Dalton, C., Shiu, S., Kostienko, K., & Rajpoot, Q. (2009). Providing secure services for a virtual infrastructure. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 44-51. DOI: 10.1145/1496909.1496919 Balestrieri, F., & Leao, J. (2009). The Market for Surprises: Selling Substitute Goods through Lotteries. IIOC 2009: The 7th Annual International Industrial Organization Conference, April 3-5, 2009, Boston, Massachusetts, USA. Balestrieri, F., & Leao, J. (2009). The Market for Surprises: Selling Substitute Goods through Lotteries. North American Summer Meeting of the Econometric Society, June 4-7, 2009, Boston, Massachusetts, USA. Balinsky, A., & Balinsky, H. (2009). On semi-supervised learning and sparsity. IEEE SMC 2009: IEEE International Conference on Systems, Man, and Cybernetics, October 11-14, 2009, San Antonio, Texas, USA, 3083-3087. DOI: 10.1109/ICSMC.2009.5345946 Balinsky, A., & Mohammad, N. (2009). Non-linear filter response distributions of natural colour images. CCIW 2009: Computational Color Imaging: Second International Workshop, Revised Selected Papers, March 26-27, 2009, Saint-Etienne, France, Lecture Notes in Computer Science (Vol. 5646 LNCS), 101-108. DOI: 10.1007/978-3-642-03265-3_11 Balinsky, H. Y., Howes, J. R., & Wiley, A. J. (2009). Aesthetically-Driven Layout Engine. DocEng '09: Proceedings of the 9th ACM Symposium on Document Engineering, September 16-18, 2009, Munich, Germany, 119-122. DOI: 10.1145/1600193.1600219 Balinsky, H. Y., Wiley, A. J., & Roberts, M. C. (2009). Aesthetic Measure of Alignment and Regularity. DocEng '09: Proceedings of the 9th ACM Symposium on Document Engineering, September 16-18, 2009, Munich, Germany, 56-65. DOI: 10.1145/1600193.1600207 Balinsky, H., McDonnell, E., Chen, L., & Harrison, K. (2009). Anti-counterfeiting using Memory Spots. WISTP'09: 3rd Workshop in Information Security Theory and Practices, September 1-4, 2009, Brussels, Belgium, Lecture Notes in Computer Science (Vol. 5746 LNCS), 52-67. DOI: 10.1007/978-3-642-03944-7_5 Bancal, J.-D., Branciard, C., Brunner, N., Gisin, N., Popescu, S., & Simon, C. (2008). Testing a Bell inequality in multipair scenarios. Physical Review A (December 2008), 78(6), Part A, Article no. 062110. DOI: 10.1103/PhysRevA.78.062110 Bandhakavi, S., Bhatt, S., Okita, C., & Rao, P. (2009). Analyzing end-to-end network reachability. IM ’09: IFIP/IEEE International Symposium on Integrated Network Management, June 1-5, 2009, Long Island, New York, USA, 585-590. DOI: 10.1109/INM.2009.5188865 Banerjee, P. (2009). An intelligent IT infrastructure for the future. HPCA 2009: IEEE 15th International Symposium on High Performance Computer Architecture, February 14-18, 2009, Raleigh, NC, 3-4. DOI: 10.1109/HPCA.2009.4798230 Banerjee, P., Patel, C. D., Bash, C. & Ranganathan, P. (2009). Sustainable Data Centers: Enabled by Supply and Demand Side Management. DAC 2009: 46th Design Automation Conference, July 26-31, 2009, San Francisco, California, USA, 884-887. Banerjee, S. (2009). Low-power content-based video acquisition for super-resolution enhancement. IEEE Transactions on Multimedia (April 2009), 11(3), 455-464. DOI: 10.1109/TMM.2009.2012925 Banerjee, S., & Scholz, M. (2008). Leveraging Web 2.0 sources for Web content classification. WI 2008: IEEE/WIC/ACM International Conference on Web Intelligence, December 9-12, 2008, Sydney, Australia, Vol.1, 300-306. DOI: 10.1109/WIIAT.2008.291

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Banerjee, S., Chakrabarti, S., & Ramakrishnan, G. (2009). Learning to rank for quantity consensus queries. SIGIR ’09: Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval, July 19-23, 2009, Boston, Massachusetts, USA, 243-250. DOI: 10.1145/1571941.1571985 Banks, D., Erickson, J. S., & Rhodes, M. (2009). Toward Cloud-based Collaboration Services. HotCloud09: Workshop on Hot Topics in Cloud Computing, 2009 USENIX Annual Technical Conference (USENIX '09), June 15, 2009, San Diego, California, USA, (5 pp.). Barclay, P. E., Fu, K.-M., Santori, C., & Beausoleil, R. G. (2009). Hybrid photonic crystal cavity and waveguide for coupling to diamond NV-centers. Optics Express (June 8, 2009), 17(12), 9588-9601. DOI: 10.1364/OE.17.009588 Barclay, P. E., Santori, C., Fu, K.-M. C., & Beausoleil, R. G. (2009). Nanophotonic devices in single crystal diamond. Advanced Optical Concepts in Quantum Computing, Memory, and Communication II, January 28, 2009, San Jose, CA, Proceedings of the SPIE - The International Society for Optical Engineering, Vol. 7225, 72250E (7 pp.). DOI: 10.1117/12.814051 Barclay, P. E., Santori, C., Fu, K.-M., & Beausoleil, R. G. (2009). Microcavities for cavity-QED in single-crystal diamond. CLEO/QELS 2009: Conference on Lasers and Electro-Optics, and Conference on Quantum Electronics and Laser Science, June 2-4, 2009, Baltimore, Maryland, USA, Article no. 5224392 (2 pp.). Barclay, P. E., Santori, C., Fu, K.-M., Beausoleil, R. G., & Painter, O. (2009). Coherent interference effects in a nanoassembled diamond NV center cavity-QED system. Optics Express (May 11, 2009), 17(10), 8081-8097. Barkol, O., Ishai, Y., & Weinreb, E. (2009). On locally decodable codes, self-correctable codes, and t-private PIR. Algorithmica (New York), Published online, January 27, 2009, 1-29. DOI: 10.1007/s00453-008-9272-1 Bartolini, C. (2008). IT Incident Management as a Collaborative Process: a Visualization Tool inspired to Social Networks. Collaborative Computing: Networking, Applications and Worksharing, The 4th International Conference, CollaborateCom 2008, November 13-16, 2008, Orlando, Florida, USA, Revised Selected Papers, 824-830. DOI: 10.1007/978-3-64203354-4_59 Bartolini, C. (2009). Business-driven IT Management. Ph.D. Thesis. Ferrara, Italy: University of Ferrara, Italy. Bartolini, C., & Paschoal Gaspary, L. (Eds.). Integrated Management of Systems, Services, Processes and People in IT (2009): 20th IFIP/IEEE International Workshop on Distributed Systems: Operations and Management, October 27-28, 2009, Venice, Italy (DSOM 2009), Proceedings. Lecture Notes in Computer Science (Vol. 5841 LNCS). New York, NY: Springer. Bartolini, C., Bhattacharya, K., & Sauve, J. (2009). Information Technology Management from a Business Perspective. BDIM 2009: 4th IFIP/IEEE International Workshop on Business-driven IT Management, In conjunction with IM '09, June 1, 2009, New York, NY, USA. Bartolini, C., Stefanelli, C., & Tortonesi, M. (2009). Business-impact analysis and simulation of critical incidents in IT service management. IM ’09: IFIP/IEEE International Symposium on Integrated Network Management, June 1-5, 2009, Long Island, New York, USA, 9-16. DOI: 10.1109/INM.2009.5188781 Bash, C. E. (2009). Sustainable IT ecosystems and data centers. ISLPED 2009: Proceedings of the 14th ACM/IEEE International Symposium on Low Power Electronics and Design, August 19-21, 2009, San Francisco, California, USA, 155156. DOI: 10.1145/1594233.1594271 Bash, C., Christian, T., Marwah, M., Patel, C., Shah, A., & Sharma, R. (2009). City 2.0: Leveraging Information Technology to Build a New Generation of Cities. Silicon Valley Engineering Council (SVEC) Journal. 1(1): 1-6. Bash, C., Hyser, C., & Hoover, C. (2009). Thermal Policies and Active Workload Migration within Data Centers. InterPACK '09: ASME/Pacific Rim Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Systems, MEMS and NEMS, July 19-23, 2009, San Francisco, California, USA. Basu, S., Costa, L. B., Brasileiro, F., Banerjee, S., Sharma, P., Lee, S.-J. (2009). NodeWiz: Fault-Tolerant Grid Information Service. Peer-to-Peer Networking and Applications (October 2009; Published online, March 17, 2009), 348-366. DOI: 10.1007/s12083-009-0030-1 Basu, S., Graupner, S., Ozonat, K., Singhal, S., Young, D. (2009). Service Selection in Business Service Ecosystem. ESBE'09: International Workshop on Enabling Service Business Ecosystems, held in conjunction with International Conference on Service Oriented Computing (ICSOC), December 1, 2008, Sydney, Australia, Lecture Notes in Computer Science (Vol. 5472 LNCS), 256-269. DOI: 10.1007/978-3-642-01247-1_27

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Battle, S., & Balinsky, H. Y. (2009). Modelling Composite Document Behaviour with Concurrent Hierarchical State Machines. DocEng '09: ACM Symposium on Document Engineering, September 15-18, 2009, Munich, Germany, 25-28. DOI: 10.1145/1600193.1600200 Battle, S., Domingue, J., Hepp, M., & Roman, D. (2009). Introduction to the third edition of the Workshop Advances in Semantics for Web Services 2008 (Semantics4WS 2008). Lecture Notes in Business Information Processing (2009), Vol. 17, 483-485. DOI: 10.1007/978-3-642-00328-8_48 Beautement, A., Coles, R., Griffin, J., Ioannidis, C., Monahan, B., Pym, D., Sasse, A., & Wonham, M. (2009). Modelling the Human and Technological Costs and Benefits of USB Memory Stick Security. In Johnson, M. E. (Ed.). Managing Information Risk and the Economics of Security. New York: Springer. Beitelmal, M., Wang, Z., Felix, C., Bash, C., Hoover, C., & McReynolds, Alan. (2009). Local cooling control of data centers with adaptive vent tiles. InterPACK '09: ASME/Pacific Rim Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Systems, MEMS and NEMS, July 19-23, 2009, San Francisco, California, USA. Bekkerman, R., Scholz, M., & Viswanathan, K. (2009). Improving clustering stability with combinatorial MRFs. KDD'09: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, June 28-July 1, 2009, Paris, France, 99-108. DOI: 10.1145/1557019.1557037 Beltran, J. L., Shan, J., Lopez, I., et al. (2009). Resource Planning in Multi Skilled Contact Centers with Productivity and Service Constraints. INFORMS Annual Meeting, October 11-14, 2009, San Diego, California, USA. Bendor, J., Huberman, B. A., & Wu, F. (2009). Management Fads, Pedagogies and Other Soft Technologies. Journal of Economic Behavior & Organization (October 2009), 72(1), 290-304. DOI: 10.1016/j.jebo.2009.07.002 Beres, Y., Casassa Mont, M., Griffin, J., & Shiu, S. (2009). Using Security Metrics Coupled with Predictive Modeling and Simulation to Assess Security Processes. MetriSec 2009: IEEE International Workshop on Security Measurements and Metrics, 3rd International Symposium on Empirical Software Engineering and Measurement (ESEM 2009), October 14, 2009, Lake Buena Vista, Florida, USA, 564-573. DOI: 10.1109/ESEM.2009.5314213 Beres, Y., Griffin, J., Shiu, S., Heitman, M., Markle, D., & Ventura, P. (2008). Analysing the Performance of Security Solutions to Reduce Vulnerability Exposure Window. ACSAC 2008: 2008 Annual Computer Security Applications Conference, December 8-12, 2008, Anaheim, California, USA, 33-42. DOI 10.1109/ACSAC.2008.42 Beretta, G. B., Moroney, N., & Recker, J. L. (2009). Towards robust categorical color perception. AIC 2009: 11th Congress of the International Colour Association (AIC), September 27-October 2, 2009, Sydney, Australia. Bhagwat, D., Eshghi, K., Long, D. E., & Lillibridge, M. (2009). Extreme Binning: Scalable, Parallel Deduplication for Chunkbased File Backup. MASCOTS 2009: 17th IEEE/ACM International Symposium on Modelling, Analysis, and Simulation of Computer and Telecommunication Systems, September 21-23, 2009, London, UK, 1-9. DOI: 10.1109/MASCOT.2009.5366623 Bharath, A., & Madhvanath, S. (2009). A framework based on semi-supervised clustering for discovering unique writing styles. ICDAR 2009: Tenth International Conference on Document Analysis and Recognition, July 26-29, 2009, Barcelona, Spain, 891-895. DOI: 10.1109/ICDAR.2009.148 Bharath, A., & Madhvanath, S. (2009). Online Handwriting Recognition for Indic Scripts. In Govindaraju, V., Setlur, S. (Eds.). Guide to OCR for Indic Scripts: Document Recognition and Retrieval, Advances in Pattern Recognition (pp. 209-234). New York: Springer. DOI: 10.1007/978-1-84800-330-9_11 Bhattacharyya, M. K., Ng, H. T., Hanson, E. G., Jackson, B., Morse, S., & Aronhime, M. (2009). Investigation of InkSubstrate Adhesion in LEP Printing. NIP25: 25th International Conference on Digital Printing Technologies, September 20-24, 2009, Louisville, Kentucky, USA. Birecki, H., & Anthony, T. (2009). Evanescent Wave Based System for Observation of Injected Charge and Field Induced Electrophoresis. NIP25: 25th International Conference on Digital Printing Technologies, September 20-24, 2009, Louisville, Kentucky, USA. Biscainho, L. W. P., Esquef, P. A. A., Freeland, F. P., Nunes, L. O., Tygel, A. F., Lee, B., Said, A., Kalker, T., & Schafer, R. W. (2009). An objective method for quality assessment of ultra-wideband speech corrupted by echo. MMSP'09: 2009 IEEE International Workshop on Multimedia Signal Processing, October 5-7, 2009, Rio de Janeiro, Brazil, (6 pp.). DOI: 10.1109/MMSP.2009.5293349

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Boehm, H. & Crowl, L. (2009). N2880: C++ object lifetime interactions with the threads API. ISO JTC1/SC22/WG21 Committee Paper. Boehm, H. & Spertus, M. (2009). Garbage collection in the next C++ standard. ISMM'09: Proceedings of the 2009 International Symposium on Memory Management, June 19-20, 2009, Dublin, Ireland, 30-38. DOI: 10.1145/1542431.1542437 Boehm, H. (2009). N2802: A Plea to reconsider detach-on-destruction for thread objects. JTC1/SC22/WG21 Committee Paper. Boehm, H. (2009). Simple thread semantics require race detection. PLDI 2009: Conference on Programming Language Design and Implementation, Fun Ideas and Thoughts: FIT is Fun Session, June 16, 2009, Dublin, Ireland. Published online at: http://www-plan.cs.colorado.edu/~pldi09/fit/ Boehm, H. (2009). Transactional Memory Should be an Implementation Technique, Not a Programming Interface. HotPar '09: First USENIX Workshop on Hot Topics in Parallelism, March 30-31, 2009, Berkeley, California, USA, Published online, (6 pp.). Boiko, D. L., Gunther, N. J., Brauer, N., Sergio, M., Niclass, C., Beretta, G. B., & Charbon, E. (2009). A quantum imager for intensity correlated photons. New Journal of Physics (January 7, 2009), 11, Article no. 013001. DOI: 10.1088/13672630/11/1/013001 Boiko, D. L., Gunther, N. J., Brauer, N., Sergio, M., Niclass, C., Beretta, G. B., & Charbon, E. (2009). On the application of a monolithic array for detecting intensity-correlated photons emitted by different source types. Optics Express (August 17, 2009), 17(17), 15087-15103. Borghetti, J., Li, Z., Straznicky, J., Li, X., Ohlberg, D. A. A., Wu, W., Stewart, D. R., & Williams, R. S. (2009). A hybrid nanomemristor/transistor logic circuit capable of self-programming. Proceedings of the National Academy of Sciences of the United States of America (PNAS) (February 10, 2009), 106(6), 1699-1703. DOI: 10.1073/pnas.0806642106 Brassil, J., & McGeer, R. (2009). Wizard Network Protocols. ICNP 2009: The 17th IEEE International Conference on Network Protocols, October 13-16, 2009, Princeton, New Jersey, USA. Brassil, J., McGeer, R., Rajagopalan, R., Sharma, P., Yalagandula, P., Banerjee, S., Reed, D. P., & Lee, S.-J. (2009). The CHART system: a high-performance, fair transport architecture based on explicit-rate signaling. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 26-35. DOI: 10.1145/1496909.1496916 Brassil, J., McGeer, R., Sharma, P., Yalagandula, P., Mark, B. L., Zhang, S., & Schwab, S. (2009). The Case for Service Overlays. ICCCN 2009: Proceedings of the 18th International Conference on Computer Communications and Networks, August 3-6, 2009, San Francisco, California, USA, 1-6. DOI: 10.1109/ICCCN.2009.5235318 Bratkovsky, A. M. (2009). Negative index materials with gain media for fast optical modulation. Proceedings of the IEEE (July 2009), 97(7), 1317-1328. DOI: 10.1109/JPROC.2009.2020443 Bratkovsky, A. M., & Levanyuk, A. P. (2009). Continuous theory of ferroelectric states in ultrathin films with real electrodes. Journal of Computational and Theoretical Nanoscience (March 2009), 6(3), 465-489. DOI: 10.1166/jctn.2009.1058 Bratkovsky, A. M., Ponizovskaya, E., Wang, S.-Y., Holmstrom, P., Thylen, L., Fu, Y, & Agren, H. (2008). A metalwire/quantum-dot composite metamaterial with negative epsilon and compensated optical loss. Applied Physics Letters (November 10, 2008), 93(19), Article no. 193106 (3 pp.). DOI: 10.1063/1.3013331 Braun, H., Hocevar, R., Queiroz, R., Cohen, M., Moreira, J., Jacques, J., Musse, S., & Samadani, R. (2009) Vhcve: A collaborative virtual environment including facial animation and computer vision. SBGames 2009: VIII Simposio Brasileiro de Jogos e Entretenimento Digital, October 8-10, 2009, Rio de Janeiro, Brazil. Brickell, E., Chen, L., & Li, J.-T. (2009). Simplified security notions of direct anonymous attestation and a concrete scheme from pairings. International Journal of Information Security (October 2009), 8(5), 315-330. DOI: 10.1007/s10207-0090076-3 Brown, B., O'Hara, K., Kindberg, T., & Williams, A. (2009). Crowd computer interaction. CHI EA'09: Proceedings of the 27th International Conference Extended Abstracts on Human Factors in Computing Systems, April 4-9, 2009, Boston, MA, 4755-4758. DOI: 10.1145/1520340.1520733

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Gadsdon, M. R., Parsons, J. & Sambles, J. R. (2009). Electromagnetic resonances of a multilayer metal-dielectric stack. Journal of the Optical Society of America B. 26(4), 734-742. DOI:10.1364/JOSAB.26.000734 Gadsdon, M. R., Parsons, J., & Sambles J. R. (2009). Electromagnetic resonances of a multilayer metal-dielectric stack. Journal of the Optical Society of America B (2009), 26(4), 734-742. DOI: 10.1364/JOSAB.26.000734 Gallego, G., Hu, M., Beltran, J. L., Ward, J., & Jain, S. (2009). Channel Coordination Mechanisms for Basic Products and Ancillary Services. 2009 INFORMS International Conference on Service Science, August 6-8, 2009, Hong Kong, China. Gallego, G., Hu, M., Beltran, J. L., Ward, J., & Jain, S. (2009). Channel Coordination Mechanisms for Basic Products and Ancillary Services. CORS-INFORMS 2009: Joint International Meeting, Canadian Operational Research Society, Institute for Operations Research & the Management Sciences, June 14-17, 2009, Toronto, Canada. Gallego, G., Hu, M., Wang, R., Ward, J., Balestrieri, F., Kayis, E., Beltran, J. L., & Jain, S. (2009). Designing Post-Sales Services for a Broader Market. INFORMS Annual Meeting, October 11-14, 2009, San Diego, California, USA. Gallego, G., Hu, M., Wang, R., Ward, J., Beltran, J. L., Balestrieri, F., & Jain, S. (2009.) Segmenting Customers Through Residual Value Extended Warranties. INFORMS Practice Meeting 2009: INFORMS Conference on Operations Research Practice, April 26-28, 2009, Phoenix, Arizona, USA. Ganapathi, A., Kuno, H., Dayal, U., Wiener, J. L., Fox, A., Jordan, M., & Patterson, D. (2009). Predicting multiple metrics for queries: better decisions enabled by machine learning. ICDE 2009: IEEE 25th International Conference on Data Engineering, March 29-April 2, 2009, Shanghai, China, 592-603. DOI: 10.1109/ICDE.2009.130 Gao, L., Mittal, G., Zaretsky, D., Schonfeld, D., & Banerjee, P. (2009). An automated algorithm to generate stream programs. ISCAS 2009: IEEE International Symposium on Circuits and Systems, May 24-27, 2009, Taipei, Taiwan, 15051508. DOI: 10.1109/ISCAS.2009.5118053 Gao, L., Zaretsky, D., Mittal, G., Schonfeld, D., & Banerjee, P. (2009). A software pipelining algorithm in high-level synthesis for FPGA architectures. ISQED 2009: 10th International Symposium on Quality Electronic Design, March 16-18, 2009, San Jose, California, USA, 297-302. DOI: 10.1109/ISQED.2009.4810311 Gao, Y., Atkins, C. B., Cheatle, P., Xiao, J., Zhang, X., Chao, H., Wu, P., Tretter, D., Slatter, D., Carter, A., Penny, R., & Willis, C. (2009). MagicPhotobook: Designer Inspired, User Perfected Photo Albums. ACM Multimedia 2009: 17th ACM International Conference on Multimedia (MM ’09), October 19-24, 2009, Beijing, China, 979-980. DOI: 10.1145/1631272.1631477 Gao, Y., Luo, H., & Fan, J. (2009). Personalized Image Recommendation. MMM 2009: The 15th International Multimedia Modeling Conference, Proceedings, January 7-9, 2009, Sophia-Antipolis, France, Lecture Notes in Computer Science (Vol. 5371 LNCS), 217-219. DOI: 10.1007/978-3-540-92892-8_22 Gao, Y., Yang, C., Shen, Y., & Fan, J. (2009). Human-Computer Interaction for Large-Scale Image Retrieval. ICME 2009: IEEE International Conference on Multimedia and Expo, June 28-July 3, 2009, New York, NY, USA, 1468-1471. DOI: 10.1109/ICME.2009.5202780 Gao, Y., Yang, C., Shen, Y., & Fan, J. (2009). Incorporate Visual Analytics to Design a Human-Centered Computing Framework for Personalized Classifier Training and Image Retrieval. In Ras, Z. W., & Ribarsky, W. (Eds.). Advances in Information and Intelligent Systems, Studies in Computational Intelligence (Vol. 251), 165-187. New York: Springer. DOI: 10.1007/978-3-642-04141-9_8 Garcia, D. C., D'orea, C. C., Macchiavello, B., de Queiroz, R. L., Mukherjee, D. (2009). Arquitetura de resolucao mista para codificacao distribuida de sequencias multiview. SBrT 2009: XXVII Simposio Brasileiro de Telecomunicacoes, September 29-October, 2009, Blumenau, PR, Brazil. Gates, A., Joiner, R., Reid, J., & Hull, R. (2009). Villa and Murders: The impact of localization on augmented learning [Poster]. CAL '09: CAL Biennial Conference, 'Learning in Digital Worlds', March 23-25, 2009, Brighton, UK. Gaubatz, M. D., Chandler, D. M., & Hemami, S. S. (2009). A patch-based structural masking model with an application to compression. EURASIP Journal on Image and Video Processing, 2009, Article no. 649316, Published online (22 pp.). DOI: 10.1155/2009/649316 Gaubatz, M., Ulichney, R., & Rouse, D. (2009). A Low-Complexity Reduced-Reference Print Identification Algorithm. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt.

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Gaubatz, M., Ulichney, R., & Rouse, D. (2009). High Speed Page Matching. NIP25: 25th International Conference on Digital Printing Technologies, September 20-24, 2009, Louisville, Kentucky, USA. Georgiadis, L. (2008). Computing frequency dominators and related problems. ISAAC 2008: 19th International Symposium on Algorithms and Computation, December 15-17, 2008, Gold Coast, QLD, Australia, 704-715. DOI: 10.1007/978-3-54092182-0_62 Georgiadis, L., Goldberg, A., Tarjan, R., & Werneck, R. (2009). An Experimental Study of Minimum Cycle Mean Algorithms. ALENEX09: Workshop on Algorithm Engineering & Experiments, January 3, 2009, New York, NY, USA, 1-13. Ghosh, R., & Dekhil, M. (2009). Discovering user profiles. WWW'09: Proceedings of the 18th International Conference on World Wide Web, April 20-24, 2009, Madrid, Spain, 1233-1234. DOI: 10.1145/1526709.1526944 Ghosh, R., Rodrigues, A., Moore, K., Pianta, R., & Dekhil, M. (2008). Autonomic Printing Infrastructure for the Enterprise. CISSE 2008: IEEE International Joint Conferences on Computer, Information, and Systems Sciences, and Engineering, December 5-13, 2008, Bridgeport, Connecticut, USA, To be published in print proceedings (Springer, August 2009). Giannetti, F. (2009). Mapping strategy for web-driven magazines with personalized advertisement and content. Multimedia Tools and Applications (July 2009), 43(3), 327-343. DOI: 10.1007/s11042-009-0269-9 Giannetti, F. (2009). XSL-FO 2.0: Automated publishing for graphic documents. DocEng '09: ACM Symposium on Document Engineering, September 15-18, 2009, Munich, Germany, 245-246. DOI: 10.1145/1600193.1600247 Gila, O., Chang, S., & Lee, M. H. (2009). High-Performance Charging Unit for Liquid Electrophotographic Presses. NIP25: 25th International Conference on Digital Printing Technologies, September 20-24, 2009, Louisville, Kentucky, USA. Gmach, D., Rolia, J., & Cherkasova, L. (2009). Satisfying Service Level Objectives in a Self-Managing Resource Pool. SASO 2009: Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems, September 14-18, 2009, San Francisco, California, USA, 243-253. DOI: 10.1109/SASO.2009.27 Goldsack, P., Coles, A., Deliot, E., Edwards, A., Fischer, A., Toft, P., & Wray, M. (2009). Cells-as-a-Service: A Cloud Infrastructure Service. Communications of the China Computer Federation (June 2009), 5(6). Goldsack, P., Guijarro, J., Loughran, S., Coles, A., Farrell, A., Lain, A., Murray, P., & Toft, P. (2009). The SmartFrog configuration management framework. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 16-25. DOI: 10.1145/1496909.1496915 Gorzynski, M., Derocher, M. & Mitchell, A.S. (2009). The Halo B2B Studio. In Harrison, S. (Ed.). Media Space 20 Years of Mediated Life (pp. 357-368). New York: Springer. Graefe, G. (2009). Technical perspective: Integrating flash devices. Communications of the ACM (April 2009), 52(4), 97. DOI: 10.1145/1498765.1498790 Graefe, G. (2009). The five-minute rule 20 years later (and how flash memory changes the rules). Communications of the ACM (July 2009), 52(7), 48-59. DOI: 10.1145/1538788.1538805 Graefe, G. (2009). Fast loads and fast queries. DaWak 2009: Proceedings, 11th International Conference on Data Warehousing and Knowledge Discovery, August 31-September 2, 2009, Linz, Austria, Lecture Notes in Computer Science, (Vol. 5691 LNCS), 111-124. DOI: 10.1007/978-3-642-03730-6_10 Graefe, G., & Stonecipher, R. (2009). Efficient Verification of B-tree Integrity. BTW 2009: Datenbanksysteme in Business, Technologie und Web, 13. Fachtagung des GI-Fachbereichs 'Datenbanken und Informationssysteme' (DBIS), Proceedings, March 2-6, 2009, Munster, Germany, 27-46. Graefe, G., Kuno, H., & Wiener, J. L. (2009). Visualizing the robustness of query execution. CIDR 2009: Fourth Biennial Conference on Innovative Data Systems, January 4-7, 2009, Pacific Grove, California, USA, Electronic proceedings: Paper_82.pdf (9 pp.). Graham, A. B., Messana, M., Hartwell, P., Provine, J., Yoneoka, S., Kim, B., Melamud, R., Howe, R. T., & Kenny, T. W. (2009). Wafer scale encapsulation of large lateral deflection MEMS structures. MEMS 2009: 2009 IEEE 22nd International Conference on Micro Electro Mechanical Systems, January 25-29, 2009, Sorrento, Italy, 745-748. DOI: 10.1109/MEMSYS.2009.4805490 Graupner, S., Basu, S., & Singhal, S. (2009). Collaboration Environment for ITIL. IM ’09: IFIP/IEEE International Symposium on Integrated Network Management, Workshops, June 1-5, 2009, Long Island, New York, USA, 44-47. DOI: 10.1109/INMW.2009.5195932

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Graupner, S., Motahari-Nezhad, H. R., Singhal, S., & Basu, S. (2009). Making Processes from Best Practices Frameworks Actionable. DDBP 2009: Second International Workshop on Dynamic and Declarative Business Processes, Enterprise Distributed Object Computing Conference Workshops (EDOCW 2009), September 1-4, 2009, Auckland, New Zealand, 2534. DOI: 10.1109/EDOCW.2009.5332021 Greenan, K. M., Long, D. D. E., Miller, E. J., Schwarz, T. J. E., & Wylie, J. J. (2008). A Spin-up saved is energy earned: Achieving power-efficient, erasure-coded storage. HotDep '08: Fourth USENIX Workshop on Hot Topics in System Dependability, December 7, 2008, San Diego, California, USA, (6 pp.). Greentree, A. D., Beausoleil, R. G., Hollenberg, L. C. L., Munro, W. J., Nemoto, K., Prawer, S., & Spiller, T. P. (2009). Single photon quantum non-demolition measurements in the presence of inhomogeneous broadening. New Journal of Physics (September 2, 2009), 11, Article no. 093005 (24 pp.). DOI: 10.1088/1367-2630/11/9/093005 Guichard, A. R., Kekatpure, R. D., Brongersma, M. L., & Kamins, T. I. (2008). Temperature-dependent Auger recombination dynamics in luminescent silicon nanowires. Physical Review B: Condensed Matter and Materials Physics (December 15, 2008), 78(23), Article no. 235422 (7 pp.). DOI: 10.1103/PhysRevB.78.235422 Gulati, A., Merchant, A., Uysal, M., Padala, P. & Varman, P. J. (2009). Efficient and Adaptive Proportional Share I/O Scheduling [Poster]. SIGMETRICS'09: Proceedings of the Eleventh International Joint Conference on Measurement and Modeling of Computer Systems, June 15-19, 2009, Seattle, WA, USA, In SIGMETRICS Performance Evaluation Review (September 2009), 37(2), 79-80. DOI: 10.1145/1639562.1639595 Guo, Z.-S., Pei, J., Zhou, Z.-L., Zhao, L., Gibson, G., Lam, S., & Brug, J. (2009). Amine Groups-Functionalized AlcoholSoluble Polyfluorene Derivatives: Synthesis, Photophysical Properties, and Self-Assembly Behaviors. Polymer (September 23, 2009), 50(20), 4794-4800. DOI: 10.1016/j.polymer.2009.08.028 Gupta, C., Mehta, A., Wang, S., & Dayal, U. (2009). Fair, effective, efficient and differentiated scheduling in an enterprise data warehouse. EDBT '09: Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, March 24-26, 2009, Saint Petersburg, Russia, Vol. 360, 696-707. DOI: 10.1145/1516360.1516441 Gupta, C., Wang, S., Ari, I., Hao, M., Dayal, U., Mehta, A., Marwah, M., & Sharma, R. (2009). CHAOS: A Data Stream Analysis Architecture for Enterprise Applications. CEC '09: 11th IEEE Conference on Commerce and Enterprise Computing, July 20-23, 2009, Vienna, Austria, 33-40. DOI: 10.1109/CEC.2009.74 Gupta, C., Wang, S., Dayal, U., & Mehta A. (2009). Real Time Operations Management with a Stream Processing Engine. NGDM 2009: Next Generation Data Mining Summit: Dealing with the Energy Crisis, Greenhouse Emissions, and Transportation Challenges, October 1-3, 2009, Baltimore, Maryland, USA. Gupta, C., Wang, S., Dayal, U., & Mehta, A. (2009). Classification with Unknown Classes. SSDBM 2009: 21st International Conference on Scientific and Statistical Database Management, June 2-4, 2009, New Orleans, Louisiana, USA, Lecture Notes in Computer Science (Vol. 5566 LNCS), 479-496. DOI: 10.1007/978-3-642-02279-1_35 Gupta, V., Gavrilovska, A., Schwan, K., Kharche, H., Tolia, N., Talwar, V., & Ranganathan, P. (2009). GViM: GPUaccelerated virtual machines. HPCVirt'09: Proceedings of the 3rd ACM Workshop on System-Level Virtualization for High Performance Computing, March 31, 2009, Nuremburg, Germany, 17-24. DOI: 10.1145/1519138.1519141 Haaker, T., Smit, S., Vester, J., Shepherd, K., Ito, N., Guelbahar, M., & Zoric, J. (2009). Business models for networked media services. EuroITV'09: Proceedings of the Seventh European Conference on European Interactive Television Conference, June 3-5, 2009, Leuven, Belgium, 53-56. DOI: 10.1145/1542084.1542094 Haeupler, B., Sen, S., & Tarjan, R. (2009). Rank-Pairing Heaps. ESA 2009: 17th Annual European Symposium on Algorithms, September 7-9, 2009, Copenhagen, Denmark, Lecture Notes in Computer Science (Vol. 5757 LNCS), 659-670. DOI: 10.1007/978-3-642-04128-0_59 Haeupler, B., Sen, S., & Tarjan, R. E. (2009). Rank-Balanced Trees. WADS 2009: Algorithms and Data Structures Symposium, August 21-23, 2009, Banff, Alberta, Canada, Lecture Notes in Computer Science (Vol. 5664 LNCS), 351-362. DOI: 10.1007/978-3-642-03367-4_31 Hagen, S., Edwards, N., Wilcock, L., Kirschnick, J., & Rolia, J. (2009). One is Not Enough: A Hybrid Approach for IT Change Planning. DSOM 2009: 20th IFIP/IEEE International Workshop on Distributed Systems: Operations and Management, October 27-28, 2009, Venice, Italy, Lecture Notes in Computer Science (Vol. 5841 LNCS), 56-70.

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Zhang, Z., Sun, Q., Apostolopoulos, J., & Wong, W.-C. (2009). Generalized butterfly graph and its application to video stream authentication. IEEE Transactions on Circuits and Systems for Video Technology (July 2009), 19(7), Article no. 4811976, 965-977. DOI: 10.1109/TCSVT.2009.2020250 Zhao, Y., Ng, H. T., & Hanson, E. G. (2009). Benchmark data for noncovalent interactions in HCOOH∙∙∙benzene complexes and their use for validation of density functionals. Journal of Chemical Theory and Computation (October 2009), 5(10), 2726-2733. DOI: 10.1021/ct900333c Zheng, W., Bianchini, R., Janakiraman, G. J., Santos, J. R., & Turner, Y. (2009). JustRunIt: Experiment-Based Management of Virtualized Data Centers. USENIX '09: 2009 USENIX Annual Technical Conference, June 14-19, 2009, San Diego, California, USA. Zhou, B.-Y., Luo, P., Xiong, Y., & Liu, W. (2009). Wikipedia-Graph Based Key Concept Extraction towards News Analysis. CEC '09: 11th IEEE Conference on Commerce and Enterprise Computing, July 20-23, 2009, Vienna, Austria, 121-128. DOI: 10.1109/CEC.2009.54 Zhou, B.-Y., Xiong, Y., & Liu, W. (2009). Efficient Web Page Main Text Extraction Towards Online News Analysis. ICEBE 2009: The 2009 IEEE International Conference on e-Business Engineering, October 21-23, 2009, Macau, China, 37-41. DOI: 10.1109/ICEBE.2009.15 Zhou, C., Tang, L., Wang, S., & Ding, X. (2009). Human Detection Based on Fusion of Histograms of Oriented Gradients and Main Partial Features. CISP'09: The 2nd International Conference on Image and Signal Processing, October 17-19, 2009, Tianjin, China. Zhou, Y., Chakrabarty, D., & Lukose, R. (2008). Budget constrained bidding in keyword auctions and online knapsack problems. WINE 2008: 4th International Workshop on Internet and Network Economics, Proceedings, December 17-20, 2008, Shanghai, China, 566-576. DOI: 10.1109/WCNC.2009.4917585 Zhou, Z.-L., Sheng, X., Zhao, L., Gibson, G., Lam, S., Nauka, K., & Brug J. (2009). Towards Greatly Improved Efficiency of Polymer Light Emitting Diodes. MRS 2009 Spring Meeting, April 13-17, 2009, San Francisco, California, USA, MRS Proceedings, Symposium B, 1154, 1154-B10-108, 173-178. Zhu, Q., & Guevara, S. (2009). A practical guide for building a user-focused digital library collection. Computers in Libraries, 29(4), 6-11. Zhu, X., Uysal, M., Wang, Z., Singhal, S., Merchant, A., Padala, P., & Shin, K. (2009). What does control theory bring to systems research? ACM SIGOPS Operating Systems Review (January 2009), 43(1), 62-69. DOI: 10.1145/1496909.1496922 Zhu, X., Young, D., Watson, B. J., Wang, Z., Rolia, J., Singhal, S., McKee, B., Hyser, C., Gmach, D., Gardner, R., Christian, T., & Cherkasova, L. (2009). 1000 Islands: an integrated approach to resource management for virtualized data centers. Cluster Computing - The Journal of Networks, Software Tools and Applications (March 2009), 12(1), 45-57. DOI: 10.1007/s10586-008-0067-6 Zhuang, F., Luo, P., He, Q., & Shi, Z. (2009). Inductive transfer learning for unlabeled target-domain via hybrid regularization. Chinese Science Bulletin (July 2009), 54(14), 2477-2485. DOI: 10.1007/s11434-009-0171-x

Accepted Aguilera, M., Frolund, S., & Swaminathan, R. (2010). Distributed Storage with Strict Linearizability. SIAM Journal on Computing, Article in Press. Aguilera, M., Merchant, A., Shah, M. A., Veitch, A., & Karamonolis, C. (2009). Sinfonia: A new paradigm for building scalable distributed systems. ACM Transactions on Computer Systems (November 2009), 27(3), Article in Press. Andrade, N., Brasileiro, F., Mowbray, M., & Cirne, W. (In press, Nov 2009). A Reciprocation-based Economy for Multiple Services in a Computational Grid. In Buyya, R., & Bubendorfer, K. (Eds.). Market-Oriented Grid and Utility Computing. Hoboken, NJ: Wiley. Aronoff, J. S., & Simske, S. J. (2010). Inspection and Authentication of Color Security Deterrents with Multiple Imaging Devices. Optical Document Security (ODS): The Conference on Optical Security and Counterfeit Deterrence, January 20-22, 2010, San Francisco, California, USA. Aydin, B., Pataki, G., Wang, H., Bullitt, E., & Marron, J. S. (2009). A Principal Component Analysis For Trees. Annals of Applied Statistics, Article in Press. 67

Banerjee, P. (2010). Abstraction Techniques for Parameterized Self-Stabilizing Systems. Formal Methods in System Design, Article in Press. Banerjee, P. (2010). Future Research Directions in Electronic Design Automation. VLSI 2010: 23rd International Conference on VLSI Design, January 3-7, 2010, Bangalore, India. Banerjee, P. (2010). Intelligent IT Infrastructure of the Future. ICDCN 2010: International Conference on Distributed Computing & Networking, January 3-6, 2010, Kolkata, India. Banerjee, S., & Kuchibhotla, A. (2009). Optimal Memory Real-time Image Rotation for Embedded Systems. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Beretta, G. B., & Moroney, N. (2010). Color naming: color scientists do it between Munsell sheets of color [Invited paper]. EI 2010: IS&T/SPIE Electronic Imaging Symposium, January 17-21, 2010, San Jose, California, USA. Bhattacharyya, M. K., Ng, H., & Hanson, E. G. (2010). Probing Interfacial Acid-Base Interactions in Ink-Substrate Adhesion. Journal of Imaging Science and Technology, Article in Press. Birecki, H. (2009). Evanescent Wave Based System for Observation of Injected Charge and Field Induced Electrophoresis. HP Defensive Publications. Bruekers, F., & Kalker, T. (2009). Reduction of symmetric complex filters. IEEE Transactions on Signal Processing, Article in Press. Chandra P., Marriapan, S., & Manjunath, G. (2009). Automating Semantic Blogging. WWW/INTERNET 2009: IADIS International Conference WWW/INTERNET 2009, November 19-22, 2009, Rome, Italy. Chang, C., & Zhou, B.-Y. (2009). Multi-granularity Visualization of Trajectory Clusters using Sub-trajectory Clustering. SSTDM'09: International Workshop on Spatial and Spatiotemporal Data Mining, In Cooperation with IEEE ICDM 2009, December 6-9, 2009, Miami, Florida, USA. Chang, C., Wang, W.-H., & Liu, R. (2009). An Efficient Computation Saving Mechanism for High-Performance Large-scale Watershed Simulation. ICHCC-ICTMF 2009: The 2009 International Conference on High Performance Networking, Computing and Communication Systems, and 2009 International Conference on Theoretical and Mathematical Foundations of Computer Science, December 13-14, 2009, Sanya, China. Chang, J. (2010). Cooperative Caching for Chip Multiprocessors. In Misra, S., & Obaidat, M. S. Cooperative Networking. Hoboken, NJ: Wiley. Chang, N. L., & Damera-Venkata, N. (2010). Scalable Large Format 3-D Displays. EI 2010: IS&T/SPIE Electronic Imaging Symposium, Stereoscopic Displays and Applications XXI (Conference 7524), January 17-21, 2010, San Jose, California, USA. Chang, N. L., & Lim, S.-H. (2010). Towards Easy Stereoscopic Capture and Interaction. EI 2010: IS&T/SPIE Electronic Imaging Symposium, Stereoscopic Displays and Applications XXI (Conference 7524), January 17-21, 2010, San Jose, California, USA. Chen, C., & Freedman, D. (2010). Hardness Results for Homology Localization. SODA10: ACM-SIAM Symposium on Discrete Algorithms, January 17-19, 2010, Austin, Texas, USA. Chen, C., & Freedman, D. (2010). Measuring and computing natural generators for homology groups. Computational Geometry (February 2010), Special issue on the 24th European Workshop on Computational Geometry (EuroCG'08), 43(2), 169-181. DOI: 10.1016/j.comgeo.2009.06.004 Chen, J., Xiao, J., & Gao, Y. (2009). iSlideShow: A Seamless and Dynamic Slideshow System with Content-based Transitions. SIGGRAPH Asia 2009: The 2nd ACM SIGGRAPH Conference and Exhibition in Asia, December 16-19, 2009, Yokohama, Japan. Chen, K. Y., Clearwater, S., Guler, K., Huberman, B., Jain, S, Jamal, Z., Sen, A., Tang, H. K., Venkatraman, K., Ward, J., Zhang, A., & Zhang, B. (In press, 2010). Advances in Business Analyics at HP Labs. In Tang, C., & Sodhi, M. (Eds.). A Long View of OR/MS Research and Practice. New York: Springer. Chen, L., & Ryan, M. (2009). Attack, solution and verification for shared authorisation data in TCG TPM. FAST2009: Sixth International Workshop on Formal Aspects in Security and Trust, November 5-6, 2009, Eindhoven, The Netherlands. Chen, L., Morrissey, P., Smart, N. P., & Warinschi, B. (2009). Security notions and generic constructions for client puzzles. ASIACRYPT 2009: The 15th Annual International Conference on the Theory and Application of Cryptology and Information Security, December 6-10, 2009, Tokyo, Japan.

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Chen, Q., & Hsu, M. (2009). Cooperating SQL Dataflow Processes for In-DB Analytics. CoopIS 2009: 17th International Conference on Cooperative Information Systems, November 3-5, 2009, Vilamoura, Algarve-Portugal. Cherkasova, L., Ozonat, K., Mi, N., Symons, J., & Smirni, E. (2009). Automated Anomaly Detection and Performance Modeling of Enterprise Applications. ACM Transactions on Computer Systems (November 2009), 27(3), Article in Press. Chiu, R. (In Press, 2009). Kaohsiung County Unified Broadband Network. In Nguyen, N. T. (Editor-in-Chief). Advances in Applied Intelligence Technologies (AAIT). Hershey, PA: IGI Global Book Publishing. Collinson, M., & Pym, D. (2009). Errata for Algebra and Logic for Access Control (2009). Formal Aspects of Computing, Article in Press. Crane, S., & Pearson, S. (In Press, 2010). Security/Trustworthiness Assessment of Platforms. In Camenish, J., Leenes, R., & Sommer, D. (Eds.). Prime: Privacy and Identity Management for Europe (Lecture Notes in Computer Science). New York: Springer. Creese, S., Hopkins, P., Pearson, S., & Shen, Y. (2009). Data Protection-Aware Design for Cloud Computing. CloudCom 2009: The 1st International Conference on Cloud Computing, December 1-4, 2009, Beijing, China. Damera-Venkata, N., (2009). Analysis of green noise error diffusion. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Dayal, U., Wilkinson, K., Simitsis, A., & Castellanos, M. (2009). Business Processes meet Operational Business Intelligence. IEEE Data Engineering Bulletin, Article in Press. Devitt, S. J., Fowler, A. G., Tilma, T., Munro, W. J., & Nemoto, K. (2009). Classical Processing Requirements for a Topological Quantum Computing System. International Journal of Quantum Information, Special Issue on Distributed QIP (August 2009), Article in Press, arXiv:0906.0415 Devitt, S. J., Nemoto, K., & Munro, W. J. (2009). The idiots guide to Quantum Error Correction. Reviews of Modern Physics, Article in Press. Dey, P., & Noushath, S. (2010). e-PCP: A robust skew detection method for scanned document images. Pattern Recognition, Article in Press. DOI:10.1016/j.patcog.2009.06.019 Dong, X., Jouppi, N., & Xie, Y. (2009). PCRAMsim: A System-Level Phase-Change RAM Simulator. ICCAD 2009: IEEE/ACM International Conference on Computer-Aided Design, November 2-5, 2009, San Jose, California, USA. Ferreira, R., Hung, E., de Queiroz, R., & Mukherjee, D. (2009). Efficiency improvements for a geometric partition based video encoder. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Franses, E., Corti, D., Dong, J., Ng, H. T., Hanson, E. G., & Zhao, Y. (2009). Colloidal Dispersion Stability of CuPc Aqueous Dispersions: Effects of Electrostatic and Other Forces. AIChE: 2009 AIChE Annual Meeting, November 8-13, 2009, Nashville, Tennessee, USA. Franses, E., Corti, D., Dong, J., Ng, H. T., Hanson, E. G., & Zhao, Y. (2009). DLVO Theory Calculations for Spherical or Cubic Nanoparticles--Some Applications to CuPc Pigments. AIChE: 2009 AIChE Annual Meeting, November 8-13, 2009, Nashville, Tennessee, USA. Freedman, D., & Turek, M. W. (2010). Graph cuts with many-pixel interactions: Theory and applications to shape modelling. Image and Vision Computing, Article in Press. DOI: 10.1016/j.imavis.2009.07.006 Gao, Y., Peng, J., Luo, H., Keim, D. A., & Fan, J. (2009). An Interactive Approach for Filtering out Junk Images from Keyword Based Google Search Results. IEEE Transactions on Circuits and Systems for Video Technology (December 2009), 19(12), Article in Press. DOI: 10.1109/TCSVT.2009.2026968 Gao, Y., Zhang, T., & Xiao, J. (2009). Thematic Video Thumbnail Selection. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Gaonkar, S., Keeton, K., Merchant, A., & Sanders, W. (2009). Designing Dependable Storage Solutions for Shared Application Environments. IEEE Transactions on Dependable and Secure Computing, Article in Press. DOI: 10.1109/TDSC.2008.38 Garcia, D. C., Dorea, C. C., Macchiavello, B., de Queiroz, R. L., & Mukherjee, D. (2010). Mixed resolution framework for distributed multiview coding. EI 2010: IS&T/SPIE Electronic Imaging Symposium, Visual Information Processing and Communication (Conference 7543), January 17-21, 2010, San Jose, California, USA. Gaubatz, M. D., & Simske, S. J. (2009). Printer-Scanner Identification via Analysis of Structured Security Deterrents. WIFS 2009: First IEEE International Workshop on Information Forensics and Security. December 6-9, 2009, London, UK.

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Gaubatz, M., & Simske, S. J. (2009). Distortion Metrics for Predicting Authentication Functionality of Printed Security Deterrents. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Goyal, P., Gupta, M., Shaked, D., Staelin, C., & Fischer, M. (2010). Electrophotographic Model Based Halftoning. EI 2010: IS&T/SPIE Electronic Imaging Symposium, January 17-21, 2010, San Jose, California, USA. Greig, D., & Gao, Y. (2010). Assessing Photographer Competence Using Face Statistics. EI 2010: IS&T/SPIE Electronic Imaging Symposium, January 17-21, 2010, San Jose, California, USA. Gupta, M., Staelin, C., Fischer, M., Shacham, O., Jodra, R., Amir, G., & Allebach, J. (2010). Green Noise Halftoning Based on Direct Binary Search. EI 2010: IS&T/SPIE Electronic Imaging Symposium, January 17-21, 2010, San Jose, California, USA. Hannemann, C. R., Carey, V. P., Shah, A. J., & Patel, C. D. (2009). Lifetime Exergy Consumption of an Enterprise Server. International Journal of Exergy, Article in Press. Hanson, E. G. (2009). The Technology and Capabilities of Thermal Inkjet Printing. AVS-56: AVS 56th International Symposium & Exhibition, November 8-13, 2009, San Jose, California, USA. Hanson, E. G. (2010). The Transformation of Commercial Printing by Digital Printing Processes. ICIS-2010: The 31st International Congress on Imaging Science, May 12-16, 2010, Beijing, China. Hoarau, E., Tastl, I., & Moroney, N. (2009). A Hardcopy Backup and Reconstruction System for Digital Images. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Ionicioiu, R., & Munro, W. J. (2009). Building cluster states with photonic modules. International Journal of Quantum Information, Special Issue on Distributed QIP (August 2009), Article in Press, arXiv:0906.1727. Jackson, W. B., Hoffman, R., Yeh, B., Emery, T., Koch, T., McConica, C., & Kwon, O. (2009). Metastability in multicomponent oxide transistors. Physica Status Solidi B, Article in Press. Jacques, J. C. S. J., Moreira, J. L., Braun, A., Musse, S. R., & Said, A. (2009). A template-matching based method to perform iris detection in real-time using synthetic templates. ISM2009: IEEE International Symposium on Multimedia, December 14-16, 2009, San Diego, California, USA. Jung, C. R., & Said, A. (2009). Object tracking using multiple fragments. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Khader, D., Chen, L., & Davenport J. (2009). Certificate-free Attribute Authentication. 12th IMA International Conference on Cryptography and Coding, December 14-17, 2009, Cirencester, UK. Kim, H., Almanza-Workman, A., Braymen, S., Chaiken, A., Cobene, R., Elder, R., Garcia, R., Hauschildt, J., Jackson, W., Jam, M., Jeans, A., Jeffrey, F., Junge, K., Kwon, O., Larson, D., Luo, H., Mei, P., Perlov, C., Stieler, D., & Taussig, C., (2009). Roll-to-Roll Manufacturing of Electronics on Flexible Substrates Using Self-Aligned Imprint Lithography (SAIL). Journal of the Society for Information Display, Article in Press. Kisilev, P., & Freedman, D. (2009). Color Transforms for Creative Image Editing [Oral presentation in the Breaking News Session]. CIC17: IS&T/SID's 17th Color Imaging Conference, November 9-13, 2009, Albuquerque, New Mexico, USA. Kogelnik, A. M., Sharek, P. J., Longhurst, C., Suermondt, J., & Butte, A. J. (2009). Automated Risk Assessment for Prediction of Pediatric Adverse Events. AMIA 2009: Annual Symposium of the American Medical Informatics Association, November 14-18, 2009, San Francisco, California, USA. Koutrika, G., Simitsis, A., & Ioannidis, Y. E. (2010). Conversational Databases: Explaining Structured Queries to Users. ICDE 2010: 26th IEEE International Conference on Data Engineering, March 1-6, 2010, Long Beach, California, USA. Kumar, S., Talwar, V., Kumar, V., Ranganathan, P., & Schwan, K. (2009). Loosely Coupled Platform and Virtualization Management. Cluster Computing, Article in Press. Kuo, H. P., Hubby, L., Ng, H. T., Jeans, A., Garcia, R., Tan, K. H., Sobel, I., Elder, R.. Culbertson, B., & Bratkovsky, A. M. (2009). High-Contrast See-Through Screen. IDW '09: The 16th International Display Workshops, December 9-11, 2009, Miyazaki, Japan. Lee, J., & Kwon, T. (In press, 2010). RFID Anti-Collision Algorithms with Multi-Packet Reception. In Karmakar, N. (Ed.). Handbook of Smart Antennas for RFID Systems. Hoboken, NJ: Wiley. Lee, J., Ryu, J., Lee, S.-J., & Kwon, T. T. (2009). Improved Modeling of IEEE 802.11a PHY Through Fine-Grained Measurements. Computer Networks, Article in Press. DOI: 10.1016/j.comnet.2009.08.003

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Lettieri, D., Carey, V., & Shah, A. (2009). Exergy-Based Environmental Design of a Data Center Computer Room AirConditioning Unit. IMECE'09: ASME International Mechanical Engineering Congress & Exposition, November 13-19, 2009, Lake Buena Vista, Florida, USA. Li, Q.-H., Chen, Q., Tao, Y., & Liu, W. (2009). A P2P Camera System With New Consistent Labeling Method Involving Only Simple Geometric Operations. ISM2009: IEEE International Symposium on Multimedia, December 14-16, 2009, San Diego, California, USA. Li, S., Ahn, J. H., Strong, R., Brockman, J., Tullsen, D., & Jouppi, N. P.(2009). An Integrated Power, Area, and Timing Modeling Framework and its Application to Scaling and Clustering Tradeoffs in Future Manycore Architectures. MICRO-42: The 42nd Annual IEEE/ACM International Symposium on Microarchitecture, December 12-16, 2009, New York, NY, USA. Lins, F., Souza, A., Damasceno, J., Rosa, N., Maciel, P., Medeiros, R., Stephenson, B., Motahari-Nezhad, H. R., Li, J., Northfleet, C., & Silva, B. (2009). An Approach for Reducing the Gap Between BPMN Models and Implementation Artefacts. ER 2009: 28th International Conference on Conceptual Modeling, November 9-12, 2009, Gramado, Brazil. Liu, R., Wang, W.-H., Li, Q.-H., Yu, T., Zhou, B.-Y., & Chang, C. (2009). Easy Domain Processing over Heterogeneous Databases: A Unified Programming Paradigm. ICHCC-ICTMF 2009: The 2009 International Conference on High Performance Networking, Computing and Communication Systems, and 2009 International Conference on Theoretical and Mathematical Foundations of Computer Science, December 13-14, 2009, Sanya, China. Marguier, J., Bhatti, N., Baker, H., & Susstrunk, S. (2009). A Home Decor expert in your camera. CIC17: IS&T/SID's 17th Color Imaging Conference, November 9-13, 2009, Albuquerque, New Mexico, USA. Matos, M., Sousa, J., Pereira, J., Oliveira, R., Deliot, E., & Murray, P. (2009). CLON: Overlay Networks and Gossip Protocols for Cloud Environments. DOA'09: The 11th International Symposium on Distributed Objects, Middleware, and Applications, November 1-3, 2009, Vilamoura, Algarve-Portugal. Mayer, J., Bermudez, J. C. M., Legg, A. P., Uchoa-Filho, B. F., Mukherjee, D., Said, A., Samadani, R., & Simske, S. (2009). Design of high capacity 3D print codes aiming for robustness to the PS channel and external distortions. ICIP 2009: IEEE International Conference on Image Processing, November 7-11, 2009, Cairo, Egypt. Meckler, M., & Shah, A. (2009). Use of Thermodynamics, Engineering Economics and Probabilistic Risk Assessment in Evaluating Climate Change Decisions. IMECE'09: ASME International Mechanical Engineering Congress & Exposition, November 13-19, 2009, Lake Buena Vista, Florida, USA. Monchiero, M., Talwar, V., & Ranganathan, P. (2009). Power Management of Datacenter Workloads Using Per-Core Power Gating. Computer Architecture Letters, Article in Press. Morell, L., Trucco, M. Y., & Friedrich, R. J. (2010). Open Innovation @ HPLabs: Weaving Together Minds, Ideas and Resources. CIEC 2010: ASEE Conference for Industry and Education Collaboration, February 3-5, 2010, Palm Springs, California, USA. Moroney, N., & Beretta, G. B. (2009). Nominal Scaling of Print Substrates. CIC17: IS&T/SID's 17th Color Imaging Conference, November 9-13, 2009, Albuquerque, New Mexico, USA. Motahari-Nezhad, H. R., Stephenson, B., Singhal, S., & Castellanos, M. (2009). Virtual Business Operating Environment in the Cloud: Conceptual Architecture and Challenges. ER 2009: 28th International Conference on Conceptual Modeling, November 9-12, 2009, Gramado, Brazil. Mourkoussis, N., Rivera, F., Troscianko, T., Dixon, T., Hawkes, R., & Mania, K. (2009). Quantifying fidelity for virtual environment simulations employing memory schema. ACM Transactions on Applied Perception, Article in Press. Muralimanohar, N. (2009). Non-Uniform Power Access for Large Caches with Low-Swing Wires. HiPC 2009: International Conference on High Performance Computing, December 16-19, 2009, Cochin, India. Oliveira, K. F. D., Brandi, F., Hung, E. M., de Queiroz, R. L., & Mukherjee, D. (2010). Bipredictive Video Super-Resolution Using Key-frames. EI 2010: IS&T/SPIE Electronic Imaging Symposium, Visual Information Processing and Communication (Conference 7543), January 17-21, 2010, San Jose, California, USA. Ou, X., Rajagopalan, S. R., & Sakthivelmurugan, S. (2009). An Empirical Approach to Modeling Uncertainty in Intrusion Analysis. ACSAC 25: 2009 Annual Computer Security Applications Conference, December 7-11, 2009, Honolulu, Hawaii, USA. Pan, A., Hanson, E. G., & Lee, M. H. (2010). Solder Jet Printhead for Deposition of Molten Metal Drops. Journal of Imaging Science and Technology, Article in Press.

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