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    <completedYear>2010</completedYear>
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    <pageFirst>3:1</pageFirst>
    <pageLast>3:6</pageLast>
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    <publisherName>ACM</publisherName>
    <publisherPlace>New York, NY, USA</publisherPlace>
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    <title language="eng">Beyond online aggregation: Parallel and incremental data mining with online Map-Reduce</title>
    <parentTitle language="eng">Proceedings of the 2010 Workshop on Massive Data Analytics on the Cloud</parentTitle>
    <identifier type="doi">10.1145/1779599.1779602</identifier>
    <enrichment key="Series">MDAC ’10</enrichment>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Joos-Hendrik Böse</author>
    <author>Artur Andrzejak</author>
    <author>Mikael Högqvist</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
    <collection role="projects" number="2008-MR-Search">2008-MR-Search</collection>
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  <doc>
    <id>846</id>
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    <language>eng</language>
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    <completedDate>2005-01-31</completedDate>
    <publishedDate>2005-01-31</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">FeedbackFlow - An Adaptive Workflow Generator for System Management</title>
    <abstract language="eng">We describe a prototypical framework that further automates system management by composing complex management tasks from elementary actions, and executing composite tasks with feedback-awareness. {\sl FEEDBACKFLOW} implements a general closed control loop of \emph{planning - execution - result validation - replanning}, and generates workflows of system management actions in an adaptive manner. System-dependent behaviour of the loop is specified by declarative description of the domain (essentially descriptions of available actions), and statement of the goal. We evaluate the design of this framework on examples taken from resource construction in Utility Computing environments, and discuss the challenges we have encountered. Our implementation utilizes external components such as \emph{MBP}, a \emph{PDDL}-conform planner, and \emph{Triana}, a workflow specification and execution framework. An alternative approach involving \emph{BPEL4WS} is discussed.</abstract>
    <identifier type="serial">05-12</identifier>
    <identifier type="opus3-id">846</identifier>
    <identifier type="urn">urn:nbn:de:0297-zib-8467</identifier>
    <enrichment key="SourceTitle">An abbreviated vers. appeared in: Proc. of the 2nd IEEE International Conference on Automatic Computing, ICAC-05, Seattle, WA, June 2005, pp. 335-336</enrichment>
    <author>Artur Andrzejak</author>
    <author>Ulf Hermann</author>
    <author>Akhil Sahai</author>
    <series>
      <title>ZIB-Report</title>
      <number>05-12</number>
    </series>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>workflow generation</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>system management</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>planning</value>
    </subject>
    <collection role="ddc" number="000">Informatik, Informationswissenschaft, allgemeine Werke</collection>
    <collection role="ccs" number="K.6.4">System Management</collection>
    <collection role="institutes" number="">ZIB Allgemein</collection>
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    <file>https://opus4.kobv.de/opus4-zib/files/846/ZR-05-12.ps</file>
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  <doc>
    <id>3426</id>
    <completedYear>2010</completedYear>
    <publishedYear>2010</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>257</pageFirst>
    <pageLast>266</pageLast>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName>IEEE</publisherName>
    <publisherPlace/>
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    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Decision Model for Cloud Computing under SLA Constraints</title>
    <parentTitle language="eng">Modeling, Analysis &amp; Simulation of Computer and Telecommunication Systems (MASCOTS), 2010 IEEE International Symposium on</parentTitle>
    <identifier type="doi">10.1109/MASCOTS.2010.34</identifier>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Artur Andrzejak</author>
    <author>Derrick Kondo</author>
    <author>Sangho Yi</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
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    <id>3429</id>
    <completedYear>2010</completedYear>
    <publishedYear>2010</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>341</pageFirst>
    <pageLast>348</pageLast>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Osaka, Japan</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Exploiting non-dedicated resources for cloud computing</title>
    <parentTitle language="eng">12th IEEE/IFIP Network Operations &amp; Management Symposium (NOMS 2010)</parentTitle>
    <identifier type="doi">10.1109/NOMS.2010.5488488</identifier>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Artur Andrzejak</author>
    <author>Derrick Kondo</author>
    <author>David Anderson</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
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    <id>3457</id>
    <completedYear>2009</completedYear>
    <publishedYear>2009</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Delft, Netherlands</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Improving the Dependability of Grids via Short-Term Failure Predictions</title>
    <parentTitle language="eng">CoreGRID Workshop at EuroPAR 2009</parentTitle>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Artur Andrzejak</author>
    <author>Demetris Zeinalipour</author>
    <author>Marios Dikaiakos</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3468</id>
    <completedYear>2009</completedYear>
    <publishedYear>2009</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>342</pageFirst>
    <pageLast>345</pageLast>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName>IEEE Computer Society</publisherName>
    <publisherPlace/>
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    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Work in Progress: Building a Distributed Generic Stress Tool for Server Performance and Behavior Analysis</title>
    <parentTitle language="eng">ICAS</parentTitle>
    <identifier type="doi">10.1109/ICAS.2009.53</identifier>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Ada Casanovas</author>
    <author>Javier Alonso</author>
    <author>Jordi Torres</author>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3474</id>
    <completedYear>2008</completedYear>
    <publishedYear>2008</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>149</pageFirst>
    <pageLast>161</pageLast>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Samos Island, Greece</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Ensuring Collective Availability in Volatile Resource Pools via Forecasting</title>
    <parentTitle language="eng">19th IEEE/IFIP Distributed Systems: Operations and Management (DSOM-2008)</parentTitle>
    <author>Artur Andrzejak</author>
    <author>Derrick Kondo</author>
    <author>David Anderson</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3477</id>
    <completedYear>2008</completedYear>
    <publishedYear>2008</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue>WHP-0004</issue>
    <volume/>
    <type>other</type>
    <publisherName>Institute on Architectural Issues: Scalability, Dependability, Adaptability, CoreGRID - Network of  Excellence</publisherName>
    <publisherPlace/>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Grid Architectural Issues: State-of-the-art and Future Trends</title>
    <identifier type="url">http://coregrid.ercim.eu//mambo/images/stories/WhitePapers/whp-0004.pdf</identifier>
    <author>Artur Andrzejak</author>
    <author>Alexander Reinefeld</author>
    <author>Florian Schintke</author>
    <author>Thorsten Schütt</author>
    <author>Carlo Mastroianni</author>
    <author>Paraskevi Fragopoulou</author>
    <author>Derrick Kondo</author>
    <author>Paul Malecot</author>
    <author>Gheorghe Cosmin Silaghi</author>
    <author>Luis Moura Silva</author>
    <author>Paolo Trunfio</author>
    <author>Demetris Zeinalipour-Yazti</author>
    <author>Eugenio Zimeo</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
    <collection role="persons" number="reinefeld">Reinefeld, Alexander</collection>
    <collection role="persons" number="schintke">Schintke, Florian</collection>
    <collection role="persons" number="schuett">Schütt, Thorsten</collection>
  </doc>
  <doc>
    <id>3440</id>
    <completedYear>2010</completedYear>
    <publishedYear>2010</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>236</pageFirst>
    <pageLast>243</pageLast>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
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    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Reducing Costs of Spot Instances via Checkpointing in the Amazon Elastic Compute Cloud</title>
    <parentTitle language="eng">Cloud Computing (CLOUD), 2010 IEEE 3rd International Conference on</parentTitle>
    <identifier type="doi">10.1109/CLOUD.2010.35</identifier>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Sangho Yi</author>
    <author>Derrick Kondo</author>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3454</id>
    <completedYear>2009</completedYear>
    <publishedYear>2009</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>San Francisco, California, USA</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Generic Self-Healing via Rejuvenation: Challenges, Status Quo, and Solutions</title>
    <parentTitle language="eng">Workshop on Architectures and Languages for Self-Managing Distributed Systems (SelfMan@SASO)</parentTitle>
    <enrichment key="PeerReviewed">yes</enrichment>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3494</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Crete, Greece</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">A Fault-Injector Tool to Evaluate Failure Detectors in Grid-services</title>
    <parentTitle language="eng">CoreGRID Workshop on Grid Programming Model Grid and P2P Systems Architecture Grid Systems</parentTitle>
    <author>Nuno Rodrigues</author>
    <author>Decio Sousa</author>
    <author>Luis Silva</author>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3500</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Munich, Germany</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Deterministic Models of Software Aging and Optimal Rejuvenation Schedules</title>
    <parentTitle language="eng">10th IFIP/IEEE Symposium on Integrated Management (IM 2007)</parentTitle>
    <author>Artur Andrzejak</author>
    <author>Luis Silva</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3504</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Austin, USA</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">High-Available Grid Services through the use of Virtualized Clustering</title>
    <parentTitle language="eng">IEEE-GRID</parentTitle>
    <author>Javier Alonso</author>
    <author>Luis Silva</author>
    <author>Artur Andrzejak</author>
    <author>Jordi Torres</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3505</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume>4785</volume>
    <type>conferenceobject</type>
    <publisherName>Springer</publisherName>
    <publisherPlace>Silicon Valley, CA, USA</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Managing Performance of Aging Applications via Synchronized Replica Rejuvenation</title>
    <parentTitle language="eng">18th IFIP/IEEE Distributed Systems: Operations and Management (DSOM 2007)</parentTitle>
    <enrichment key="Series">LNCS</enrichment>
    <author>Artur Andrzejak</author>
    <editor>Alexander Clemm</editor>
    <author>Monika Moser</author>
    <editor>Lisandro Granville</editor>
    <author>Luis Silva</author>
    <editor>Rolf Stadler</editor>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3510</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue>7</issue>
    <volume>23</volume>
    <type>article</type>
    <publisherName/>
    <publisherPlace/>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Paradigms for Scalable and Dependable Grids</title>
    <parentTitle language="eng">Future Generation Computer Systems (FGCS)</parentTitle>
    <author>Artur Andrzejak</author>
    <author>Alexander Reinefeld</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
    <collection role="persons" number="reinefeld">Reinefeld, Alexander</collection>
  </doc>
  <doc>
    <id>3514</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue>TR-0099</issue>
    <volume/>
    <type>other</type>
    <publisherName>Institute on System Architecture, CoreGRID</publisherName>
    <publisherPlace/>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Using Micro-Reboots to Improve Software Rejuvenation in Apache Tomcat</title>
    <identifier type="url">http://coregrid.ercim.eu/mambo/images/stories/TechnicalReports/tr-0099.pdf</identifier>
    <author>Paulo Silva</author>
    <author>Luis Silva</author>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3515</id>
    <completedYear>2007</completedYear>
    <publishedYear>2007</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Cambridge, MA, USA</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Using Virtualization to Improve Software Rejuvenation</title>
    <parentTitle language="eng">IEEE International Symposium on Network Computing and Applications (IEEE-NCA)</parentTitle>
    <author>Luis Silva</author>
    <author>Javier Alonso</author>
    <author>Paulo Silva</author>
    <author>Jordi Torres</author>
    <author>Artur Andrzejak</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3480</id>
    <completedYear>2008</completedYear>
    <publishedYear>2008</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst/>
    <pageLast/>
    <pageNumber/>
    <edition/>
    <issue/>
    <volume/>
    <type>conferenceobject</type>
    <publisherName/>
    <publisherPlace>Tsukuba, Japan</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">On Correlated Availability in Internet-Distributed Systems</title>
    <parentTitle language="eng">9th IEEE/ACM International Conference on Grid Computing (Grid 2008)</parentTitle>
    <author>Derrick Kondo</author>
    <author>Artur Andrzejak</author>
    <author>David Anderson</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
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    <id>3555</id>
    <completedYear>2004</completedYear>
    <publishedYear>2004</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>754</pageFirst>
    <pageLast>769</pageLast>
    <pageNumber/>
    <edition/>
    <issue>6</issue>
    <volume>16</volume>
    <type>article</type>
    <publisherName/>
    <publisherPlace/>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
    <publishedDate>--</publishedDate>
    <thesisDateAccepted>--</thesisDateAccepted>
    <title language="eng">Building a Large and Efficient Hybrid Peer-to-Peer Internet Caching System</title>
    <parentTitle language="eng">IEEE Trans. Knowl. Data Eng.</parentTitle>
    <identifier type="doi">10.1109/TKDE.2004.1</identifier>
    <author>Li Xiao</author>
    <author>Xiaodong Zhang</author>
    <author>Artur Andrzejak</author>
    <author>Songqing Chen</author>
    <collection role="institutes" number="vas">Distributed Algorithms and Supercomputing</collection>
  </doc>
  <doc>
    <id>3583</id>
    <completedYear>2003</completedYear>
    <publishedYear>2003</publishedYear>
    <thesisYearAccepted/>
    <language>eng</language>
    <pageFirst>36</pageFirst>
    <pageLast>43</pageLast>
    <pageNumber/>
    <edition/>
    <issue>4</issue>
    <volume>7</volume>
    <type>article</type>
    <publisherName/>
    <publisherPlace>Los Alamitos, CA, USA</publisherPlace>
    <creatingCorporation/>
    <contributingCorporation/>
    <belongsToBibliography>0</belongsToBibliography>
    <completedDate>--</completedDate>
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