HP Labs 2009 Annual Report

HP Labs 2009

Annual Report

Dear Colleagues,

Welcome to the HP Labs 2009 AnnualResearch Report. I am proud to present to youthis year’s research topics, achievements andpeople.

In this past year our work has been to focus ourresearch agenda on fewer, larger projects thatwe believe will change the future of the industryand the future of HP. In this year, weconsolidated and streamlined our agenda tofocus on 21 “big bets” that we believe have thepotential to significantly impact customers andgenerate billions of dollars of revenue for HP.

Our contributions this year led not only to newproduct and service offerings for HP, theyadvanced the state of the art. We expandedour partnerships within the innovationecosystem, strengthening relationships withcustomers, other research institutions and withindustry thought leaders across the globe.

We welcome you to explore our progress andsuccesses here in this report as well as online atthe HP Labs website at:http://www.hpl.hp.com.

Best regards,

Prith Banerjee

Senior Vice President, Research, and Director,HP Labs

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HP Labs Overview

About HP LabsHP Labs, HP’s central research team, is chartered withenabling new opportunities for HP through technicalinnovation and scientific breakthroughs. Our legacy isto take fresh ideas and turn them into new products andbusinesses that serve our customers and make the worlda better place.

Our goals at HP Labs are to:Advance the state of the art, as evidenced throughintellectual property IP generation in the form ofpublications and patents.

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Ensure our innovations reach customers throughtechnology transfers to existing HP businesses, newbusiness creation and IP licensing.

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Lead and collaborate with others in the technologycommunity through our Open Innovationapproach, to accelerate the advancement ofcommon goals.

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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’ ImpactHP Labs’ researchers solve interesting and importantcustomer problems. Recent innovations include:

Networked storage advancements including de-duplication technology that radically improvesefficiency.

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Pioneering cloud services: HP Labs is on the cuttingedge of developing new cloud-based servicesincluding CloudPrint, MagCloud and BookPrep.

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Printing engine advancements that lower cost andimprove quality for customers of HP’s Indigoprinting products.

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Our PeopleThe real power of HP Labs is its people. Ourresearchers are among the most distinguished in theirfields – and it shows. They've received some of thehighest honors in science and engineering, includingthe Turing Award, the Julius Springer Prize for AppliedPhysics and the Feynman Prize for Nanotechnology.

We have recognized global leaders in areas rangingfrom nanotechnology and computer algorithms, to datamanagement and data mining, digital signalprocessing and data compression, or thermo-mechanical architectures of chips, systems and datacenters to energy management at these scales. Morethan 60% of our researchers are PhDs. Collectively, ourstaff has generated thousands of publications and holdsthousands of patents.

Our team includes three HP Senior Fellows and sevenHP Fellows, 11 IEEE Fellows and five ACM Fellows, aswell as fellows of the British Computer Society, theAmerican Association for the Advancement of Science,the Society for Imaging Science and Technology andmany other professional societies – along with onetechnical Emmy® winner and one winner of a technicalOscar®.

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

Research AgendaOur greatest opportunities come from working togetherin large teams, and with customers and partners, whilefocusing our efforts on a shared vision or goal. Ourwork falls into eight technical themes. Within thesethemes, we have 21 “big bet” projects. These are

Ronald Schafer

Ph.D., Electrical Engineering, MassachusettsInstitute of TechnologyHP Fellow

RESEARCH INTERESTS | Schafer is recognizedas one of the world's leading authorities ondigital signal processing. Schafer co-authoredthe digital signal processing field's definitiveguide and did some of the earliest research inthe field. He is currently exploring problems ofacoustic signal processing for seamlesscollaboration systems.

SPOTLIGHT | Schafer is a Fellow of the IEEEand the Acoustical Society of America, and amember of the US National Academy ofEngineering. He has co-authored six widelyused textbooks in the DSP field, and hasreceived numerous awards for teaching andresearch including the 2010 IEEE Jack S. KilbySignal Processing Medal, the1985Distinguished Professor Award at GeorgiaTech, the 1980 Emanuel R. Piori Award andthe 1992 James H. Mulligan Jr. EducationMedal from IEEE.

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ambitious projects that, if successful, could lead tosignificant business opportunities for HP.

To ensure our large bets pay off, we’ve establishedinternal review boards to help guide the process ofconverting discoveries into commercial offerings.

In addition, while we have some of the best minds inthe world at HP Labs, we know that we don’t have amonopoly on innovative ideas. So we’ve taken anOpen Innovation approach and are actively partneringwith leading companies, academic institutions, andgovernment agencies.

Innovation Research ProgramNow in its second year, the HP Labs InnovationResearch Program (IRP) creates opportunities for facultyand students at leading colleges, universities andresearch institutes around the world to conductbreakthrough collaborative research with HP. Their jointaim: to tackle some of the tech industry’s most complexproblems and to push the frontiers of fundamentalscience in HPL's eight thematic research areas.

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

IRP awards provide project funding of up to $100,000per year to each academic institution and arerenewable for a total of three years based on researchprogress and HP business requirements. Awards areprimarily intended to provide financial support for agraduate student to assist the Principal Investigatorconducting a collaborative research project with HPLabs. The next class of awardees will be announced inspring 2010.

New Faces of International Leadership

New faces joined HP Labs’ international leadershipteam in 2009.

Doron Shaked

D. Sc., Electrical Engineering, Technion UniversityDirector, HP Labs Israel

Shaked, an expert in print quality and automationtechnologies, joined HP Labs in 1995. He and histeam develop state-of-the-art technologies in suchareas as color half-toning, print quality assurance andfully-automated image enhancement, which arecommercialized in Indigo presses and other HPprinting products. He also took part in an initiative toextend image analysis to automate HP's IT servicebusiness.

Sudhir Dixit

Ph.D., Electronic Science and TelecommunicationsUniversity of Strathclyde, Glasgow, U.KDirector, HP Labs India

Dixit, who specializes in network technologies andresearch leadership, joined HP Labs following a jointappointment as a CTO at the Centre for InternetExcellence and a Research Manager at the Centre forWireless Communications, both at the University ofOulu, Finland. He was a Research Fellow and SeniorManager at Nokia Research Center and Head ofNetwork Technology (USA) for Nokia SiemensNetworks.

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Research Themes and Big Bets

Open Innovation Spotlight

Dr. Alper Sen - Bilkent University, Turkey

Design and Analysis of Procurement Contracts andRelated Bidding Processes

Dr. Sen’s project is developing game-theoretic modelsof supply contracting and bidding competition toenable an integrated approach to the design ofsupply contracts and RFQ processes for awardingsuch contracts.

Building on prior collaborations with HP Labs’Business Optimization Lab, the goal of this project isto develop a formal analytical framework for theanalysis of design decisions in supply chaincontracting and bid-taking processes for awardingcontracts -- accounting explicitly for informationasymmetries, correlated information, supplierheterogeneities and risk attitudes. His team submittedtwo research papers in 2008, two research papers in2009, and expects to submit another paper in 2010.

Now in its second year, the project is addressing thedesign and analysis of auction processes forallocating multi-attribute contracts, and will developintegrated models for designing contracts and auctionprocesses. The project team is also exploringopportunities for pilots in HP business units.

Analytics research focuses on technologies andprocesses that deliver new ways to leverage dataacross different formats and business disciplines,enabling faster, better informed decision-making.Three large projects comprise our Analytics portfolio.

Analytics

Automating SecurityOur vision is to achieve a far greater degree ofenterprise-grade IT security and resiliency than is inoperation today through an analytics-led, integratedsecurity lifecycle. As the assessment of risk changes,different policies kick in, the underlying mechanismsadapt, and metrics show how the organization is doingand whether their choices turned out to be good onesor not. Model-driven metrics can provide the assuranceenterprises and government agencies are seeking.Ultimately, the aim is to automate as much of thesecurity lifecycle as possible.

Analytics for OperationsWe foresee the emergence of the “analytic enterprise”:an enterprise in which clean, real-time dataautomatically feeds models of the key businessimplications, and in which the decision processes areseamlessly and completely optimized based onpredictions and tradeoffs. We are enabling a radicaltransformation from backward-looking, information-based enterprises to forward-looking, continuouslyoptimized enterprises. We are creating an integratedsystem for data-driven advanced analytics services thataddresses HP’s key strategic and operationalchallenges while providing the foundation for newofferings in Business Analytics.

Analytics for PersonalizationWe aim to build the technology and analytical platformthat will enable HP to be the leading personalizationand customer-intelligence services provider. We are

Julie Ward

Ph.D., Operations Research, Stanford UniversityPrincipal Scientist, Business Optimization Lab

RESEARCH INTERESTS | Ward studiesanalytics and optimization. She is currentlyworking on developing new analyticalapproaches for design and pricing of post-salesservices. Her other research interests includeproduct portfolio management, supply chainmanagement and coordination, and ITinfrastructure design.

SPOTLIGHT | Ward led the team that won the2009 Franz Edelman Award for Achievementin Operations Research and the ManagementSciences, granted annually by INFORMS(Institute for Operations Research and theManagement Sciences), which recognizesoutstanding examples of operations research asit is practiced throughout the world.

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HP CloudPrint

In May 2009, HP and Research in Motionannounced a strategic alliance to deliver a portfolioof solutions for business mobility on the BlackBerry®platform. HPL researchers in the Social ComputingLab developed one of the two preliminarytechnologies launched in the alliance: HP CloudPrint.

HP CloudPrint for BlackBerry smartphones is a web-services-based solution that allows users to printemails, documents, photos and web pages using aBlackBerry smartphone, wherever the user happens tobe – in the office, at home or on the road. TheCloudPrint service enables mobile users to easily printto the nearest printer. The service is printer-agnosticand driverless and requires simple Internet access. HPand RIM plan to make CloudPrint available toBlackBerry Internet Service subscribers as well asBlackBerry Enterprise Server customers.

building an analytics and cloud profile platform to pulltogether data from a wide variety of sources and buildthe most comprehensive and trustedconsumer/behavioral profile in the industry, securely,transparently and controllably. Our technology permitspartners to predict and address the individual needs oftheir customers and to deliver personalized experiencesto end-users. We are making personalization real, andsegmentation a thing of the past.

CloudCloud research is focused on delivering an applicationand computing end-state of Everything-as-a-Service:billions of users, accessing millions of services, throughthousands of providers, over millions of servers,processing exabytes of data, delivered throughterabytes of network bandwidth. Our Cloud researchfocuses around two primary topics.

Enterprise Cloud Software Platform (Cirious)The Cirious vision is to lead HP in becoming theforemost Service Providers’ Service Provider, deliveringa set of cloud capabilities that enable serviceprovidersto take full advantage of the power of thecloud. Our work enables service providers of all typesto tap into foundational cloud capabilities – generalpurpose horizontal capabilities, as well as thosetailored for specific industry verticals – that make iteasy for them to develop, host and manage theirservices to deliver value from the cloud, and tointegrate with an ecosystem of services from otherproviders.

Social ComputingOur work aims to harness the collective intelligence ofthe connected population inside and outside enterprisesto create novel technologies and services. Ours is aninterdisciplinary approach, combining sociology,economics, and computer science. We focus on thescience of attention, creating models to understand andharness the flow of collective attention, supporting amobile society with context-aware and anticipativetechnology, and enabling a fluid enterprise, wherecollective intelligence is harnessed via appropriateincentives to predict the future, make decisions, andallocate resources.

Patrick Goldsack

M.Sc. Electronic and Electrical Engineering andMA Mathematics, OxfordDistinguished Technologist, AutomatedInfrastructure Lab

RESEARCH INTERESTS | Goldsack is a seniorresearcher in the area of flexible and adaptivedistributed systems, particularly the adaptiveinfrastructures and platforms required for cloudcomputing. Goldsack has led research informal methods languages and tools,distributed measurement and monitoringsystems for the telecommunications industry,and software platforms for the delivery oftelecommunications services.

SPOTLIGHT | Goldsack is the originator of,and one of the developers of, the SmartFrogopen source configuration managementframework (www.smartfrog.org). Thisframework is used in a variety of open sourceand commercial systems as a coremanagement technology and in areas such ascontrolling automated system testing.

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Magic PhotoBook

Magic PhotoBook, a pilot photobook creation tooldeveloped by HP Labs, uses image analysis andgood design principles to scan hundreds of photos,weed out unattractive photos, and group the bestthematically-similar photos together into acustomizable photo album. It automatically choosesan optimal number of pages and populates them withthe chosen images.

From there, users can customize the album to fit theirtastes. They can add, delete or shuffle pictures andcaptions. They can change the number of pages inthe book. With each change, the layout automaticallyadjusts without cropping, rotating or distortingimages. It leaves no blank "holes" to be filled.

Snapfish, HP’s own photo sharing site, has begunintegrating some of Magic PhotoBook's technologiesinto its photobook production process.

Content TransformationContent Transformation enables seamless transfer ofcontent between physical and digital media, andaccess to content wherever customers require. Threelarge projects comprise our Content Transformationportfolio.

Next Generation DisplaysOur mission is to create the display that is the centralcomponent of the next generation of “thin” appliancesor “Information Surfaces”. The future will bring adisplay that will be able to show print-qualityinformation as well as video and interactive media, willbe lightweight, robust and mobile, and can bemanufactured at low cost and with low capitalinvestment. Because of its paper-like and videocapabilities, its flexible form factor and ease ofcustomization and integration into products, this displaywill also enable novel product capabilities such asactive surfaces and skins.

Automated PublishingThe Automated Publishing project invents technologiesthat automate the creative publishing process anddrastically reduce both the skill and time required forconsumers and SMBs to publish professional-qualitycontent. Our goal is to make it easy for customers tounlock their media assets, wherever these are located,and use them to create new content with streamlinedand easy-to-use composition tools, so that they can beprinted to paper or otherwise consumed. Our workcomprises innovations in multimedia content analysis,composition, and digital/paper interactions.

Document LifecycleContent transformation takes on new meaning in thefully-connected, mobile, distributed world. Contentexists in electronic and physical form, and must movebetween these two worlds seamlessly. Our workchanges the way printed content is born, lives and diesin the connected world. To do this, we are inventingpowerful algorithms, systems and services for printingand imaging, content transformation and multi-levelanalytics. Specific technologies include security, next-generation printing, functional image processing,classification and policy-driven workflows.

Chris Willis

B.S., Carlton UniversityEmerging Technologies Product ResearchManager, Multimedia Interaction andUnderstanding Lab

RESEARCH INTERESTS | Willis specializes inenabling technology transfer and bringingbusiness, competitive and customer guidance toHPL's research projects. His focus technologiesinclude semantic web, image analysis/autotagging, 3D, projector technologies, desktoptools, social networking and web analysis. Hehas developed incubation websites, productroadmaps, and desktop and cloud products forconsumers and small businesses.

SPOTLIGHT | Willis joined HPL from Snapfish,where he directed the development of coreservices and products within the Snapfish familyof websites. He delivered and managedproducts including video, slideshows, music,audio cards, photo contests, fraud protection,coupons, uploaders, and desktop software; andled strategic customer and competitiveintelligence efforts.

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Paper Recycling Gets a Boost from HP Labs DeinkingTechnology

Researchers in HP's Commercial Print Enginelaboratory, working on liquid electrophotographicprinting (LEP) printing hardware and processes,investigate how best to deink LEP-printed media. Theteam developed changes to the conventionalrecycling process that could massively improve theefficiency of LEP deinking - and their innovation hascreated a baseline deinking process that works with awide range of inks and print media. It promises a'universal' solution that the recycling industry couldadopt with relative ease - and one that, if adopted,could make paper-recycling both a cheaper andmore environmentally-friendly process.

The team published their work to encourage industry-wide adoption in a presentation to the Society forImaging Science and Technology’s 25th InternationalConference on Digital Printing Technologies.

Digital Commercial PrintDigital Commercial Print addresses the transformationfrom inflexible, analog mass-production printingprocesses to flexible, customized, on-demand printingprocesses which are enabled by new digitaltechnologies that enable lower cost, higher qualitycommercial printing. Two important projects compriseour portfolio in Digital Commercial Print.

Printing Processes for Digital Commercial PrintOur vision is a breakthrough print engine technologyplatform which accelerates the analog-to-digitaltransformation for high-value commercial pages. Weseek to create a unique combination of low-cost, high-quality attributes not found in any single press processtoday. Specifically, our goal is breakthroughtechnology that achieves throughput of more than1,000 pages-per-minute (ppm) with a consumablesmanufacturing 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.

Commercial Print AutomationThe goal of Commercial Print Automation is to greatlyaccelerate the ongoing analog-to-digital, and long-to-short-run transformations in the commercial/industrialprint industry. By putting new workflow technologies inplace to enable efficient, automated, and re-engineeredprint workflows, we aim to reduce the end-to-end TotalCost of Ownership of a commercial print publishingsystem, driving conventionally-printed pages to digitalproduction and creating new pages that did notpreviously exist. For example, by re-engineeringworkflows, our MagCloud service addresses an unmetneed for short-run magazines. We are making it simplefor more people to buy and produce commercial-qualityprint.

Immersive InteractionImmersive Interaction research delivers a radicallysimplified user experience, where human interactionthrough and with technology becomes completelyseamless and intuitive. Two exciting projects compriseour Immersive Interaction portfolio.

Nathan Moroney

M.Sc. Color Science, Rochester Institute ofTechnologyPrincipal Scientist, Print Production AutomationLab

RESEARCH INTERESTS | Moroney isrecognized as a pioneer in using the Web forlarge-scale color science experiments. Inaddition to his well-known color namingexperiment, Moroney is the creator of theInteractive Color Zeitgeist and the Online ColorThesaurus. He is currently continuing hisinnovative work in color science, includingdeveloping a “family tree” of commercial printsubstrates which allows users to intuitively selectspecific substrates by natural languagedescriptions of their visual and tactileproperties.

SPOTLIGHT | Moroney was recognized as aFellow of the Society of Imaging Science andTechnology for his contributions to the practicalapplication and standardization of innovativecolor imaging technologies, and serves on theBoard of Directors of the Inter-Society ColorCouncil. He is Editor-in-Chief of Springer-Verlag's upcoming Encyclopedia of ColorScience and Technology, as well as acontributor to the popular Mostly ColorPerception Blog. His standards contributionsinclude work as technical chair for CIE Division8 technical committee 8-01, which developedthe CIECAM02 color appearance model forcolor-management applications.

Sriganesh Madhvanath

Ph.D., Computer Science, State University ofNew York at BuffaloSenior Research Scientist, HP Labs India

RESEARCH INTERESTS | Madhvanath, aSenior Research Scientist at HP Labs India, is aleading expert in pattern recognition andmachine learning as applied to the field ofhuman computer interfaces and interaction. Heis one of the technical leads of the Intuitive andRich User Experiences big bet, which seeks tomake information technology more accessibleand relevant to the world's next billion ITcustomers.

SPOTLIGHT | Madhvanath is a Senior Memberof the IEEE and a Member of the ACM.

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Intuitive and Rich User ExperiencesPersonal computing has not yet taken off in emergingmarkets. Our vision is that usage of a personalcomputing device becomes as simple as using a mobilephone or TV, or even as simple as talking to anotherhuman being. Our goal is to develop compellingservices, a distributed experience software platformand a novel, hybrid (fixed and wireless) computingdevice that will provide rich and intuitive userexperiences to meet the needs of customers in emergingmarkets.

Seamless CollaborationOur research in Seamless Collaboration aims to extendtelepresence from fixed infrastructure solutions toeveryday devices. Our work will enable HP personalcomputing devices to create the sense of effortlessconnectedness that exists in a face-to-face meeting, andprovide a rich range of human interaction andcollaboration. We are making fundamental advancesin research areas such as audio and video capture,video transmission, new experiences, video renderingand more.

Information ManagementInformation Management addresses the need to turnenormous and rapidly increasing amounts of enterpriseinformation into relevant business insight. Three largeprojects comprise our Information Managementportfolio.

Taming the Information ExplosionWithin information lies insight, defined as thecontextualized sum of facts, events and relationshipsobtained through algorithmic analysis of text and datafrom within and outside the enterprise, to infer relevantand potentially non-obvious patterns and implications.We are creating a suite of innovative insight-generationservices, integrated into platforms for harnessing theentire range of unstructured information types, at thescale of global enterprises and information providers.Research problems include coping with the vast scale ofinformation sources, navigability between relatedinformation, and determining the importance ofinformation, i.e. its timeliness and contextual relevance.

HP SkyRoom: High Fidelity Video Collaboration, atYour Desk

HP SkyRoom, launched in August, is a new highdefinition (HD) videoconferencing and collaborationsolution from HP that builds on technical innovationsfrom HP Labs. It allows up to four individuals toquickly connect face-to-face in a secure, highdefinition video conference right from theirworkspaces, wherever they are in the world, at anytime, and to share and discuss dynamic, multimediaapplications while they meet.

By allowing colleagues to easily share their work andcommunicate with the full range of facial and verbalsignals that make person-to-person conversations bothrich and highly time-efficient, SkyRoom is poised toradically improve the productivity of teams locatedfrom a couple of buildings to a couple of continentsapart.

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Custom Taxonomies with HP Taxonom

Over the past 25 years, Pankaj Mehra, PhD andPrincipal Scientist of HP Labs Russia, has beenresearching large-scale information managementsystems, making contributions to industry standardsand HP products including InfiniBand technology,NonStop hardware and software, and HP Software'sIntegrated Archive Platform. He conducts his researchin close collaboration with HP’s customers inFinancial Services, Defense, and Intelligence.

His latest endeavor is HP Taxonom.com, a cloudservice incubated in HP Labs. This consultative servicequickly and cost-effectively creates custom, relevanttaxonomies to enhance the productivity of workersmanaging enterprise information. Used by ITmanagers, content management professionals, andcorporate librarians, taxonomies typically take fourmonths to create from scratch. HP Taxonom radicallyreduces those requirements, creating custom, concept-rich taxonomies from queries and documents withindays. Taxonom2, the second-generation of thisservice, seeks to enable structured query overunstructured data, toward machine-assisteddevelopment of entity-rich and relationship-richontologies.

Live Business IntelligenceOur research mission is to create a unified data andanalytics platform, which we call “Live BusinessIntelligence (BI)” that shifts BI from the traditional back-office, report-generation orientation, to an enabler fordelivering data-intensive analytics that transformoperational business processes and customerinteractions. The LiveBI Platform leverages datamanagement technology and fuses it with newparadigms for analytics development and execution,supports declarative models for computation conduciveto massively parallel processing, and integratesanalytics over both streaming and historical data.

IT InformaticsHP’s Business Technology Optimization suite offerstools for strategic decision making, test managementand operations management; its strength is in its abilityto create a unified store of an organization’s resources,provide aggregation of data with reference toresources, and turn this data into useful summaries andvisualizations that assist IT managers in making better,more strategic decisions.

Our research dramatically expands these capabilitiesthrough the use of more data sources to automaticallycreate knowledge from the organization’s data, sharingIT knowledge throughout the organization, andtransforming IT knowledge into IT automation. Wefocus on semantic automation, data and sequencemining, information association and quality, andprogram analysis.

Intelligent InfrastructureIntelligent Infrastructure includes the design of smarter,more secure enterprise computing devices, networks,and storage using scalable architectures that worktogether, connecting individuals and businesses to anexponentially expanding array of dynamic content andservices. HPL research in Intelligent Infrastructureincludes five large projects.

Next Generation DatacentersThe explosion of data that enterprises, consumers andsensors continuously generate, store, search, and minerequires new thinking about the way in which thedatacenters processing this information have to be

Goetz Graefe

Ph.D., Computer Science, University ofWisconsin-MadisonHP Fellow, Intelligent Information ManagementLab

RESEARCH INTERESTS | Graefe is one of themost accomplished and influential technologiststoday in the areas of database queryoptimization and query processing. He iscurrently pursuing research in businessintelligence, specifically on improving therobustness, reliability and total cost ofownership of HP's business intelligenceproducts. He is best known for his pioneeringwork on top-down, rule-based queryoptimization, which dramatically shifted howdatabase query optimizers are architected.Graefe’s software designs continue to be coreto query optimization and query execution inproducts such as Microsoft’s SQL Server, andHP’s Neoview’s query optimization component.

SPOTLIGHT | Graefe's publications havebecome standard reference in the fields ofquery evaluation, dynamic query executiontechniques and query performance. In 2000,Graefe received the “ten-year test of timeaward” at the ACM Special Interest Group onManagement Of Data (SIGMOD) InternationalConference for his 1990 paper on parallelquery execution. In 2005, he received theinaugural “influential paper award” at the IEEEInternational Conference on Data Engineering(ICDE), and in 2008 he was awarded the ACMSoftware Systems Award.

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Open Innovation Spotlight

HPL expanded its research budget in 2009 throughresearch grants from government funding agenciessuch as DARPA in the US and the EU Framework 7Programme, among others. These grants aresupporting leading-edge work in HPL research topicslike nanotechnology, security, flexible displays, high-speed networking and information management.

HP Labs researchers continually engage with thebroader Open Innovation ecosystem in a variety ofways. In 2009, HP Labs partnered with the USNational Science Foundation (NSF) to develop andlaunch a post-doctoral industry fellowship program.The program will support several post-doctoralcandidates funded by NSF at HP Labs in 2010,providing researchers with top scientific talent, whileoffering post-docs the opportunity to gain real-worldresearch experience in an industrial setting.

designed, managed and programmed. Our end goal isto build a scalable, power- and cost-efficient,automated and programmable datacenter for the "data-centric" society. To achieve this, we have structured aresearch plan that ties together novel computingplatforms, photonic interconnects, scalablemanagement software, and programming platforms.

Next Generation NetworkingThe goal of our research in this area is to develop aprogrammable network fabric over commodity devicesand a programming environment for the fabric. Thiswill enable the introduction of new network features anorder of magnitude faster and offer greater control toenterprise and datacenter customers. We are buildingand deploying a rapidly-customizable, programmabledatacenter and enterprise network, and deploying newapplications on these networks.

Next Generation Scalable StorageThe goal of this research is to design the storageplatform for cloud computing. Our approach is toexploit a fundamental tradeoff between the consistency,availability, and network-partition-tolerance ofdistributed systems. Our system modifies consistencymodels to offer much higher availability and the abilityto update data even when there are network failures, ata low cost. Attributes of our system include scalabilityand ease of management, including capacity planning,automatic data reorganization, automatic tuning, andper-client Quality-of-Service (QoS).

Nonvolatile Memory and StorageThe memristive memory program’s goal is to create low-power, high-speed, ultra-high density, low-cost andnonvolatile universal memory and storage solutions thateventually replace Flash, hard disks, DRAM, andSRAM. Our research path is to continuously invent andimprove new memristive materials, device structures,hybrid CMOS/memristor circuits, storage and logicarchitectures, and information theoretic strategiestailored to specific applications. We develop significantintellectual property and work with externalmanufacturing partners for development andcommercialization of essential components.

CeNSE – Central Nervous System for the EarthCeNSE, a Central Nervous System for the Earth,envisions trillions of interconnected, inexpensive sensors

Sujata Banerjee

Ph.D., Electrical Engineering, University of Southern CaliforniaResearch Manager, Multimedia Communications and Networking Lab

Rick McGeer

Ph.D., Computer Science, University of California at BerkeleyResearch Manager, Exascale Computing Lab

RESEARCH INTERESTS | Banerjee and McGeer co-lead HPL’s Next Generation Networking project, bringing together aninterdisciplinary 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 makethe network programmable and coordinate management with other infrastructure elements. The team’s cross-organizationalapproach is therefore crucial to achieving success. McGeer agrees, citing the team’s recent achievement of developing a newscalable design of a datacenter network and parallel design of a controllable enterprise network as a key example that wasenabled 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 NationalScience Foundation CAREER award in Networking Research, and is a senior member of the IEEE. She has served as anAssociate Editor for the IEEE Transactions on Reliability journal, co-chaired the Technical Program Committee of the IEEESECON 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 bestpaper awards at the International Conference on VLSI, the Cadence Technical Conference and the Hawaii InternationalConference on the System Sciences. His research interests include logic synthesis, timing analysis, formal verification, circuitsimulation, programming languages, and wide-area distributed systems. He was a co-founder of Cadence BerkeleyLaboratories, and serves on the steering committee of the PlanetLab Consortium and the Croquet Consortium.

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Open Innovation SpotlightDr. Van P. Carey - University of California, BerkeleyModeling Tools for Data Center Energy Performanceand Sustainability

Dr. Carey’s collaborative project focuses ondeveloping fast compact models for thermalmanagement performance predictions and energyefficient data center design; and seeks to link theseruntime models to lifecycle exergy (available energy)consumption to obtain a metric of sustainability forservers, IT components and data centers. Anticipatedproject results could help reduce energy used tomanufacture and operate IT equipment in Californiaand worldwide.

This project builds on existing HP Labs collaborationswith Dr. Carey and the Energy and InformationTechnologies Laboratory at UC Berkeley, andleverages additional state matching funds from theUC Discovery Program, supporting additionalgraduate student researchers working on the project.

Dr. Carey’s project made important progress in itsfirst year, advancing development andimplementation of thermal management models aswell as advanced field testing, generating five top-tierresearch papers in conjunction with HP Labsresearchers to date.

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

SustainabilitySustainability for information technology (IT) is creatingtechnologies, IT infrastructure, and new businessmodels that promote low emissions, save money andleave a lighter footprint on the environment.

Sustainable DatacenterThe Sustainable Datacenter is a datacenter thatconsumes net zero energy from non-renewable sourceslike the public electric grid, over its entire lifecycle frominitial resource extraction and manufacturing tooperation and end-of-life reclamation. This data centersatisfies the Service-Level Agreements (SLAs) of thehosted services, while reducing the Total Cost ofOwnership (TCO) and emissions. Research thrustsinclude IT-facility demand management, supply-sidemanagement, integrated design and management, andmanagement information systems.

Cullen Bash

M.S. Mechanical Engineering, University ofCalifornia at San DiegoResearch Manager, Sustainable IT EcosystemLab

RESEARCH INTERESTS | Bash engages inresearch associated with the thermo-mechanicalarchitecture for future microprocessors,workstations, servers and data centers. Hiswork has encompassed the modeling andmetrology of various thermal technologies –from air and liquid-cooled systems torefrigeration and evaporative spray cooling.Recent accomplishments include advancementsin fluid mechanics and heat transfer processesin data centers as part of the HP Labs SmartCooling project.

SPOTLIGHT | Bash today is a leading thinker inthe increasingly important field of thesustainability of information technology. Heleads exploration of interdisciplinary methodsof improving the sustainability of IT fromdesign, though manufacturing and operation.His team is one of the reasons HP was namedthe “Greenest Company” in 2009 byNewsweek magazine.

Ray Beausoleil

Ph.D., Physics, Stanford UniversityHP Fellow, Information and Quantum SystemsLab

RESEARCH INTERESTS | Beausoleil, who waspromoted to HP Fellow in 2009, leads thephotonics research team at HPL, and isresponsible for research on the applications ofoptics at the micro/nanoscale to high-performance classical and quantum informationprocessing. His work has incorporated nearlyall aspects of the physics of the interaction ofelectromagnetic radiation and matter, as wellas experimental general relativity, computermodeling of physical systems, and computeralgorithms.

SPOTLIGHT | Beausoleil has published over150 papers and conference proceedings andfive book chapters. He has over three dozenpatents issued, and over two dozen pending.He is a Consulting Professor at StanfordUniversity in the Department of Applied Physics,where he collaborates on the research,development, and implementation of anumerical model of the NSF LaserInterferometer Gravitational-Wave Observatory(LIGO).

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2009 Results

Focusing Our Research AgendaIn 2008 we created and implemented a five-yearstrategic plan that aimed to improve the impact of HPLabs on the company and on the technologycommunity. We reorganized our team, institutedresearch advisory boards, and launched a number oflarge- and medium-sized projects.

In 2009, we further sharpened our research focus andconsolidated our agenda to pursue a total of 21 bigbets where we have a unique capability to advance thestate of the art and deliver innovations that matter toour customers.

Measuring Success

Business ImpactWe deliver a steady stream of technologies that supportHP’s existing businesses as well as open up newmarkets for HP. We also sponsor incubations of newbusinesses and sometimes spin-out or licensetechnologies.

We measure ourselves on technologies that haveimpact in the current fiscal year and those expected tohave impact in the upcoming year, as well as ontechnologies incorporated into longer-term businessroadmaps.

In 2009, we recorded 93 total transfers, recognized ashaving business impact in the current fiscal year. Keytransfers have been mentioned throughout this reportand include significant advancements in sustainability,

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

Advancing the State of the ArtWe demonstrate leading-edge innovation throughpublications in journals, external conferences, ourcompany-internal technical conference, as well as IPgeneration measured by invention disclosures andpatents. We are especially proud of publications inwhat we consider top-tier venues: those that are mostinfluential and well-respected in the industry.

Total appeared publications by HPL authors in 2009included 247 publications in books, journals andmagazines, and 485 conference publications. Thesepublications are included in Appendix 1 of this report.In addition, HPL researchers gave 646 presentations atconferences and workshops. In 2009, HPL researcherswere granted 411 patents.

Thought LeadershipWe enhance a positive image of HP amongstcustomers, media, analysts, partners, and academicand industrial peers. We influence the direction of theareas of technology that we pursue. This includespresentations to customers and universities, service onindustry boards, recognition through external awards,and also includes external funding brought into HPL.

PeopleAt HP Labs our success is founded on strong teamscomprised of brilliant individuals who are passionate

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Project Pluribus 3D Demonstrator

Have you ever wished you were one of the lucky fewwho were live at the Super Bowl or a once-in-a-lifetime concert? What if you could experience all ofthe excitement of a live event from your ownhometown? HP Labs’ Project Pluribus 3D team aims tohelp you do exactly that, via a large-scale, high-quality, immersive 3D display that provides anunmatched entertainment experience. The team’svision is that the audience will experience an event(such as a concert, sporting event, or seminar) as asuperior experience, thanks to the innovative 3Ddisplay, than actually attending the live event itself.

Project Pluribus 3D is based on HP Labs researchersNelson Chang and Niranjan Damera-Venkata’sdevelopment of an automatic multi-projector displayparadigm that provides a vivid and high-resolutionimage by superimposing and tiling multiple projectordisplays, one for each eye, to create a superb 3Dimage.

Building on the outstanding success of HP’s unveilingof Project Pluribus 3D at the 2010 Sundance FilmFestival by Phil McKinney, HP Personal SystemsGroup VP and CTO, the team is looking ahead to2010 to continue developing a compellingdemonstrator for this exciting technology. HP and keyentertainment customers formed a 3D Consortium toprovide business insights and develop co-innovationopportunities with the Project Pluribus 3D technology.

Pluribus technology was chosen by PC Magazine asone of “Five Ideas That Will Reinvent ModernComputing” in 2007, and won a Best Paper Awardat the IEEE International Workshop on Projector-Camera Systems (ProCams) 2007.

about contribution and customers. We seek to recruit,challenge, develop and retain the best talent in theindustry. We seek employees who bring freshperspectives, internal motivation and exceptionalpotential to our team. We value technicaladvancement, business impact and leadership in ouremployees.

Looking ForwardOur goal in 2010 is to accelerate progress on ourchosen research topics. One way in which HPL willachieve this is to fund a small number of technology“demonstrators” – proofs of concepts that take selecttechnologies which are near commercialization to thenext phase of feasibility. These demonstrators will showhow our technologies can benefit customers directly byapplying them to real customer accounts, in partnershipwith HP’s business groups. Our goal is that thedemonstrators we launch this year will be high impact,successful technology transfer stories we talk about nextyear and beyond.

CreditsThe HP Labs Annual Report was designed usingtechnology from HPL’s Automated Publishing team, anddistributed via HP MagCloud.com.

Automated Publishing contributors: Niranjan Damera-Venkata, Qian Lin, Jerry Liu, and Eamonn O’Brien-Strain

Portrait Photography: Chris Willis

Cover Design: Lorraine Manawil

Content Development: Hazen Witemeyer

Editors-in-Chief: Laurel Krieger and Martina Trucco

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Appendix: HP Labs 2009 Publications

AppearedAbadi, D. J., Boncz, P. A., & Harizopoulos, S. (2009). Column-oriented Database Systems. VLDB 2009: Proceedings of the35th 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 toComputing 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 centersfor magnetometry applications. Physical Review B: Condensed Matter and Materials Physics (September 15, 2009), 80(11),Article no. 115202 (15 pp.). DOI: 10.1103/PhysRevB.80.115202Aggarwal, N., Smith, J. E., Saluja, K. K., Jouppi, N. P., & Ranganathan, P. (2008). Implementing high availability memorywith 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.2008.4771780Aguilera, M., & Swaminathan, R. (2009). Remote Storage with Byzantine Servers. SPAA 2009: Proceedings of the 21stAnnual ACM Symposium on Parallelism in Algorithms and Architectures, August 11-13, 2009, Calgary, Canada, 280-289.DOI: 10.1145/1583991.1584062Aharon, M., Barash, G., Cohen, I., & Mordechai, E. (2009). One Graph is Worth a Thousand Logs: Uncovering HiddenStructures in Massive System Event Logs. ECML PKDD 2009: European Conference on Machine Learning and Principles andPractice 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_32Aharonov, Y., Popescu, S., Tollaksen, J., & Vaidman, L. (2009). Multiple-time states and multiple-time measurements inquantum mechanics. Physical Review A (May 2009), 79(5), Article no. 052110, 2110-2110. DOI:10.1103/PhysRevA.79.052110Ahn, J. H., Binkert, N., Davis, A., McLaren, M., & Schreiber, R. (2009). HyperX: Topology, Routing, and Packaging ofEfficient Large-Scale Networks. SC09: Proceedings of the Conference on High Performance Computing, Networking, Storageand Analysis, November 14-20, 2009, Portland, Oregon, USA, 1-11. DOI: 10.1145/1654059.1654101Ahn, 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 14-20, 2009, Portland, Oregon, USA, 1-12. DOI: 10.1145/1654059.1654102Ahn, J. H., Leverich, J., Schreiber, R. S., & Jouppi, N. P. (2009). Multicore DIMM: an energy efficient memory module withindependently controlled DRAMS. Computer Architecture Letters (January-June 2009), 8(1), 5-8. DOI: 10.1109/L-CA.2008.13Ahn, 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-scaleintegration. Applied Physics A: Materials Science and Processing (June 2009), 95(4), 989-997. DOI: 10.1007/s00339-009-5109-2

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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 estimateadoption of a novel web service for magazine self-publishing: MagCloud. ICEC 2009: 11th International Conference onElectronic Commerce, August 12-15, 2009, Taipei, Taiwan, 311-316. DOI: 10.1145/1593254.1593302Albuquerque, P., Pavlidis, P., Chatow, U., Chen, K.-Y., Jamal, Z., & Koh, W. (2009). Managing an online service withGoogle 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.80.115321Almanza-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 onFlexible 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 FileSystems, October 11, 2009, Big Sky, Montana, USA.Anderson, E. (2009). Capture, conversion, and analysis of an intense NFS workload. FAST '09: 7th USENIX Conference onFile 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 serialdata. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 70-75. DOI: 10.1145/1496909.1496923Anderson, E., Hoover, C., Li, X., & Tucek, J. (2009). Efficient Tracing and Performance Analysis for Large DistributedSystems. MASCOTS 2009: 17th IEEE/ACM International Symposium on Modelling, Analysis, and Simulation of Computerand Telecommunication Systems, September 21-23, 2009, London, UK, 1-10. DOI: 10.1109/MASCOT.2009.5366158Ankolekar, A., Szabo, G., Luon, Y., Huberman, B. A., Wilkinson, D., & Wu, F. (2009). Friendlee: A Mobile Application forYour Social Life. MobileHCI 2009: Proceedings of the 11th International Conference on Human-Computer Interaction withMobile Devices and Services, September 15-18, 2009, Bonn, Germany, 1-4. DOI: 10.1145/1613858.1613893Anthony, T. C., Lee, M. H., Bhattacharyya, M. K., & Gila, O. (2009). Ink density profile on Indigo developer roller. Journalof Imaging Science and Technology (July-August 2009), 53(4), Article no. 41201, 0412011-0412016. DOI:10.2352/J.lmagingSci.Technol.2009.53.4.041201Apostolopoulos, 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 systemsimulation. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 52-61. DOI: 10.1145/1496909.1496921Aronoff, 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). Ateleconference model with acoustic impairments suitable for speech quality assessment. SBrT 2009: XXVII Simposio Brasileirode 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 stableresonance amplitude. MEMS 2009: 2009 IEEE 22nd International Conference on Micro Electro Mechanical Systems, January25-29, 2009, Sorrento, Italy, 1099-1102. DOI: 10.1109/MEMSYS.2009.4805579Baker, H., & Li, Z. (2009). Camera and Projector Arrays for Immersive 3D Video. IMMERSCOM 2009: 2nd InternationalConference 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. StereoscopicDisplays and Applications XX, January 19, 2009, San Jose, CA, Proceedings of the SPIE - The International Society forOptical Engineering, Vol. 7237, 72370A (9 pp.). DOI: 10.1117/12.807518Balazinska, M., Hwang, J.-H., & Shah, M. A. (2009). Fault-Tolerance and High Availability in Data Stream ManagementSystems. 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 identitymanagement. POLICY 2009: IEEE International Symposium on Policies for Distributed Systems and Networks, July 20-22,2009, London, UK. DOI: 10.1109/POLICY.2009.16Baldwin, A., Casassa Mont, M., Pym, D., & Shiu, S. (2009). Systems Modelling for Economic Analysis of SecurityInvestments: 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: 10.1145/1496909.1496919Balestrieri, F., & Leao, J. (2009). The Market for Surprises: Selling Substitute Goods through Lotteries. IIOC 2009: The 7thAnnual 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 AmericanSummer 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 InternationalConference on Systems, Man, and Cybernetics, October 11-14, 2009, San Antonio, Texas, USA, 3083-3087. DOI:10.1109/ICSMC.2009.5345946Balinsky, 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_11Balinsky, H. Y., Howes, J. R., & Wiley, A. J. (2009). Aesthetically-Driven Layout Engine. DocEng '09: Proceedings of the 9thACM Symposium on Document Engineering, September 16-18, 2009, Munich, Germany, 119-122. DOI:10.1145/1600193.1600219Balinsky, 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: 10.1145/1600193.1600207Balinsky, H., McDonnell, E., Chen, L., & Harrison, K. (2009). Anti-counterfeiting using Memory Spots. WISTP'09: 3rdWorkshop in Information Security Theory and Practices, September 1-4, 2009, Brussels, Belgium, Lecture Notes in ComputerScience (Vol. 5746 LNCS), 52-67. DOI: 10.1007/978-3-642-03944-7_5Bancal, J.-D., Branciard, C., Brunner, N., Gisin, N., Popescu, S., & Simon, C. (2008). Testing a Bell inequality in multipairscenarios. Physical Review A (December 2008), 78(6), Part A, Article no. 062110. DOI: 10.1103/PhysRevA.78.062110Bandhakavi, S., Bhatt, S., Okita, C., & Rao, P. (2009). Analyzing end-to-end network reachability. IM ’09: IFIP/IEEEInternational Symposium on Integrated Network Management, June 1-5, 2009, Long Island, New York, USA, 585-590. DOI:10.1109/INM.2009.5188865Banerjee, P. (2009). An intelligent IT infrastructure for the future. HPCA 2009: IEEE 15th International Symposium on HighPerformance Computer Architecture, February 14-18, 2009, Raleigh, NC, 3-4. DOI: 10.1109/HPCA.2009.4798230Banerjee, P., Patel, C. D., Bash, C. & Ranganathan, P. (2009). Sustainable Data Centers: Enabled by Supply and DemandSide 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 onMultimedia (April 2009), 11(3), 455-464. DOI: 10.1109/TMM.2009.2012925Banerjee, S., & Scholz, M. (2008). Leveraging Web 2.0 sources for Web content classification. WI 2008: IEEE/WIC/ACMInternational 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, July19-23, 2009, Boston, Massachusetts, USA, 243-250. DOI: 10.1145/1571941.1571985Banks, D., Erickson, J. S., & Rhodes, M. (2009). Toward Cloud-based Collaboration Services. HotCloud09: Workshop onHot 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 couplingto diamond NV-centers. Optics Express (June 8, 2009), 17(12), 9588-9601. DOI: 10.1364/OE.17.009588Barclay, 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:10.1117/12.814051Barclay, 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 nano-assembled 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/s00453-008-9272-1Bartolini, 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, CollaborateCom2008, November 13-16, 2008, Orlando, Florida, USA, Revised Selected Papers, 824-830. DOI: 10.1007/978-3-642-03354-4_59Bartolini, 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. BDIM2009: 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 servicemanagement. 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.2009.5188781Bash, C. E. (2009). Sustainable IT ecosystems and data centers. ISLPED 2009: Proceedings of the 14th ACM/IEEEInternational Symposium on Low Power Electronics and Design, August 19-21, 2009, San Francisco, California, USA, 155-156. DOI: 10.1145/1594233.1594271Bash, C., Christian, T., Marwah, M., Patel, C., Shah, A., & Sharma, R. (2009). City 2.0: Leveraging Information Technologyto 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 PhotonicSystems, 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 InformationService. Peer-to-Peer Networking and Applications (October 2009; Published online, March 17, 2009), 348-366. DOI:10.1007/s12083-009-0030-1Basu, 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 Conferenceon 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:10.1145/1600193.1600200Battle, S., Domingue, J., Hepp, M., & Roman, D. (2009). Introduction to the third edition of the Workshop Advances inSemantics 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_48Beautement, A., Coles, R., Griffin, J., Ioannidis, C., Monahan, B., Pym, D., Sasse, A., & Wonham, M. (2009). Modelling theHuman and Technological Costs and Benefits of USB Memory Stick Security. In Johnson, M. E. (Ed.). Managing InformationRisk 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 centerswith adaptive vent tiles. InterPACK '09: ASME/Pacific Rim Technical Conference and Exhibition on Packaging andIntegration 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: 10.1145/1557019.1557037Beltran, J. L., Shan, J., Lopez, I., et al. (2009). Resource Planning in Multi Skilled Contact Centers with Productivity andService 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 ofEconomic Behavior & Organization (October 2009), 72(1), 290-304. DOI: 10.1016/j.jebo.2009.07.002Beres, Y., Casassa Mont, M., Griffin, J., & Shiu, S. (2009). Using Security Metrics Coupled with Predictive Modeling andSimulation 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, LakeBuena Vista, Florida, USA, 564-573. DOI: 10.1109/ESEM.2009.5314213Beres, Y., Griffin, J., Shiu, S., Heitman, M., Markle, D., & Ventura, P. (2008). Analysing the Performance of SecuritySolutions to Reduce Vulnerability Exposure Window. ACSAC 2008: 2008 Annual Computer Security ApplicationsConference, December 8-12, 2008, Anaheim, California, USA, 33-42. DOI 10.1109/ACSAC.2008.42Beretta, G. B., Moroney, N., & Recker, J. L. (2009). Towards robust categorical color perception. AIC 2009: 11th Congressof 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 Chunk-based File Backup. MASCOTS 2009: 17th IEEE/ACM International Symposium on Modelling, Analysis, and Simulation ofComputer and Telecommunication Systems, September 21-23, 2009, London, UK, 1-9. DOI:10.1109/MASCOT.2009.5366623Bharath, A., & Madhvanath, S. (2009). A framework based on semi-supervised clustering for discovering unique writingstyles. ICDAR 2009: Tenth International Conference on Document Analysis and Recognition, July 26-29, 2009, Barcelona,Spain, 891-895. DOI: 10.1109/ICDAR.2009.148Bharath, 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_11Bhattacharyya, M. K., Ng, H. T., Hanson, E. G., Jackson, B., Morse, S., & Aronhime, M. (2009). Investigation of Ink-Substrate 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 InducedElectrophoresis. 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 IEEEInternational 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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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.26.000734Gadsdon, 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.26.000734Gallego, G., Hu, M., Beltran, J. L., Ward, J., & Jain, S. (2009). Channel Coordination Mechanisms for Basic Products andAncillary 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 andAncillary Services. CORS-INFORMS 2009: Joint International Meeting, Canadian Operational Research Society, Institute forOperations 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-SalesServices 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 ThroughResidual Value Extended Warranties. INFORMS Practice Meeting 2009: INFORMS Conference on Operations ResearchPractice, 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 forqueries: 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.2009.130Gao, L., Mittal, G., Zaretsky, D., Schonfeld, D., & Banerjee, P. (2009). An automated algorithm to generate streamprograms. ISCAS 2009: IEEE International Symposium on Circuits and Systems, May 24-27, 2009, Taipei, Taiwan, 1505-1508. DOI: 10.1109/ISCAS.2009.5118053Gao, L., Zaretsky, D., Mittal, G., Schonfeld, D., & Banerjee, P. (2009). A software pipelining algorithm in high-level synthesisfor FPGA architectures. ISQED 2009: 10th International Symposium on Quality Electronic Design, March 16-18, 2009, SanJose, California, USA, 297-302. DOI: 10.1109/ISQED.2009.4810311Gao, 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 ACMInternational Conference on Multimedia (MM ’09), October 19-24, 2009, Beijing, China, 979-980. DOI:10.1145/1631272.1631477Gao, Y., Luo, H., & Fan, J. (2009). Personalized Image Recommendation. MMM 2009: The 15th International MultimediaModeling 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_22Gao, 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.2009.5202780Gao, Y., Yang, C., Shen, Y., & Fan, J. (2009). Incorporate Visual Analytics to Design a Human-Centered ComputingFramework for Personalized Classifier Training and Image Retrieval. In Ras, Z. W., & Ribarsky, W. (Eds.). Advances inInformation and Intelligent Systems, Studies in Computational Intelligence (Vol. 251), 165-187. New York: Springer. DOI:10.1007/978-3-642-04141-9_8Garcia, D. C., D'orea, C. C., Macchiavello, B., de Queiroz, R. L., Mukherjee, D. (2009). Arquitetura de resolucao mistapara 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 tocompression. EURASIP Journal on Image and Video Processing, 2009, Article no. 649316, Published online (22 pp.). DOI:10.1155/2009/649316Gaubatz, M., Ulichney, R., & Rouse, D. (2009). A Low-Complexity Reduced-Reference Print Identification Algorithm. ICIP2009: 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 onDigital Printing Technologies, September 20-24, 2009, Louisville, Kentucky, USA.Georgiadis, L. (2008). Computing frequency dominators and related problems. ISAAC 2008: 19th International Symposiumon Algorithms and Computation, December 15-17, 2008, Gold Coast, QLD, Australia, 704-715. DOI: 10.1007/978-3-540-92182-0_62Georgiadis, 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 onWorld Wide Web, April 20-24, 2009, Madrid, Spain, 1233-1234. DOI: 10.1145/1526709.1526944Ghosh, 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. MultimediaTools and Applications (July 2009), 43(3), 327-343. DOI: 10.1007/s11042-009-0269-9Giannetti, F. (2009). XSL-FO 2.0: Automated publishing for graphic documents. DocEng '09: ACM Symposium on DocumentEngineering, September 15-18, 2009, Munich, Germany, 245-246. DOI: 10.1145/1600193.1600247Gila, 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. SASO2009: Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems, September 14-18, 2009, SanFrancisco, California, USA, 243-253. DOI: 10.1109/SASO.2009.27Goldsack, P., Coles, A., Deliot, E., Edwards, A., Fischer, A., Toft, P., & Wray, M. (2009). Cells-as-a-Service: A CloudInfrastructure 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 SmartFrogconfiguration management framework. ACM SIGOPS Operating Systems Review (January 2009), 43(1), 16-25. DOI:10.1145/1496909.1496915Gorzynski, M., Derocher, M. & Mitchell, A.S. (2009). The Halo B2B Studio. In Harrison, S. (Ed.). Media Space 20 Years ofMediated 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: 10.1145/1498765.1498790Graefe, G. (2009). The five-minute rule 20 years later (and how flash memory changes the rules). Communications of theACM (July 2009), 52(7), 48-59. DOI: 10.1145/1538788.1538805Graefe, G. (2009). Fast loads and fast queries. DaWak 2009: Proceedings, 11th International Conference on DataWarehousing 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_10Graefe, 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 BiennialConference 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 InternationalConference on Micro Electro Mechanical Systems, January 25-29, 2009, Sorrento, Italy, 745-748. DOI:10.1109/MEMSYS.2009.4805490Graupner, S., Basu, S., & Singhal, S. (2009). Collaboration Environment for ITIL. IM ’09: IFIP/IEEE International Symposiumon 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 FrameworksActionable. DDBP 2009: Second International Workshop on Dynamic and Declarative Business Processes, EnterpriseDistributed Object Computing Conference Workshops (EDOCW 2009), September 1-4, 2009, Auckland, New Zealand, 25-34. DOI: 10.1109/EDOCW.2009.5332021Greenan, 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 SystemDependability, 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: 10.1088/1367-2630/11/9/093005Guichard, A. R., Kekatpure, R. D., Brongersma, M. L., & Kamins, T. I. (2008). Temperature-dependent Auger recombinationdynamics 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.78.235422Gulati, A., Merchant, A., Uysal, M., Padala, P. & Varman, P. J. (2009). Efficient and Adaptive Proportional Share I/OScheduling [Poster]. SIGMETRICS'09: Proceedings of the Eleventh International Joint Conference on Measurement andModeling of Computer Systems, June 15-19, 2009, Seattle, WA, USA, In SIGMETRICS Performance Evaluation Review(September 2009), 37(2), 79-80. DOI: 10.1145/1639562.1639595Guo, Z.-S., Pei, J., Zhou, Z.-L., Zhao, L., Gibson, G., Lam, S., & Brug, J. (2009). Amine Groups-Functionalized Alcohol-Soluble Polyfluorene Derivatives: Synthesis, Photophysical Properties, and Self-Assembly Behaviors. Polymer (September 23,2009), 50(20), 4794-4800. DOI: 10.1016/j.polymer.2009.08.028Gupta, C., Mehta, A., Wang, S., & Dayal, U. (2009). Fair, effective, efficient and differentiated scheduling in an enterprisedata warehouse. EDBT '09: Proceedings of the 12th International Conference on Extending Database Technology: Advancesin Database Technology, March 24-26, 2009, Saint Petersburg, Russia, Vol. 360, 696-707. DOI:10.1145/1516360.1516441Gupta, C., Wang, S., Ari, I., Hao, M., Dayal, U., Mehta, A., Marwah, M., & Sharma, R. (2009). CHAOS: A Data StreamAnalysis 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.2009.74Gupta, 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, andTransportation Challenges, October 1-3, 2009, Baltimore, Maryland, USA.Gupta, C., Wang, S., Dayal, U., & Mehta, A. (2009). Classification with Unknown Classes. SSDBM 2009: 21st InternationalConference on Scientific and Statistical Database Management, June 2-4, 2009, New Orleans, Louisiana, USA, LectureNotes in Computer Science (Vol. 5566 LNCS), 479-496. DOI: 10.1007/978-3-642-02279-1_35Gupta, V., Gavrilovska, A., Schwan, K., Kharche, H., Tolia, N., Talwar, V., & Ranganathan, P. (2009). GViM: GPU-accelerated virtual machines. HPCVirt'09: Proceedings of the 3rd ACM Workshop on System-Level Virtualization for HighPerformance Computing, March 31, 2009, Nuremburg, Germany, 17-24. DOI: 10.1145/1519138.1519141Haaker, T., Smit, S., Vester, J., Shepherd, K., Ito, N., Guelbahar, M., & Zoric, J. (2009). Business models for networkedmedia services. EuroITV'09: Proceedings of the Seventh European Conference on European Interactive Television Conference,June 3-5, 2009, Leuven, Belgium, 53-56. DOI: 10.1145/1542084.1542094Haeupler, B., Sen, S., & Tarjan, R. (2009). Rank-Pairing Heaps. ESA 2009: 17th Annual European Symposium onAlgorithms, September 7-9, 2009, Copenhagen, Denmark, Lecture Notes in Computer Science (Vol. 5757 LNCS), 659-670.DOI: 10.1007/978-3-642-04128-0_59Haeupler, B., Sen, S., & Tarjan, R. E. (2009). Rank-Balanced Trees. WADS 2009: Algorithms and Data StructuresSymposium, 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_31Hagen, S., Edwards, N., Wilcock, L., Kirschnick, J., & Rolia, J. (2009). One is Not Enough: A Hybrid Approach for ITChange Planning. DSOM 2009: 20th IFIP/IEEE International Workshop on Distributed Systems: Operations andManagement, October 27-28, 2009, Venice, Italy, Lecture Notes in Computer Science (Vol. 5841 LNCS), 56-70.

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