From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables
Identifieur interne : 001106 ( Istex/Corpus ); précédent : 001105; suivant : 001107From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables
Auteurs : Christophe Mues ; Bart Baesens ; Rudy Setiono ; Jan VanthienenSource :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2005.
Abstract
Abstract: The advent of knowledge discovery in data (KDD) technology has created new opportunities to analyze huge amounts of data. However, in order for this knowledge to be deployed, it first needs to be validated by the end-users and then implemented and integrated into the existing business and decision support environment. In this paper, we propose a framework for the development of business intelligence (BI) systems which centers on the use of neural network rule extraction and decision tables. Two different types of neural network rule extraction algorithms, viz. Neurolinear and Neurorule, are compared, and subsequent implementation strategies based on decision tables are discussed.
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DOI: 10.1007/11590019_55
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However, in order for this knowledge to be deployed, it first needs to be validated by the end-users and then implemented and integrated into the existing business and decision support environment. In this paper, we propose a framework for the development of business intelligence (BI) systems which centers on the use of neural network rule extraction and decision tables. Two different types of neural network rule extraction algorithms, viz. 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Santos-Gomez </name></json:item><json:item><name>M,J Darnel</name></json:item></author><host><volume>4</volume><pages><last>444</last><first>427</first></pages><author></author><title>Knowledge Acquisition</title><publicationDate>1992</publicationDate></host><title>Empirical evaluation of decision tables for constructing and comprehending expert system rules</title><publicationDate>1992</publicationDate></json:item><json:item><author><json:item><name>R Setiono</name></json:item><json:item><name>H Liu</name></json:item></author><host><volume>29</volume><pages><last>77</last><first>71</first></pages><issue>3</issue><author></author><title>IEEE Computer</title><publicationDate>1996</publicationDate></host><title>Symbolic representation of neural networks</title><publicationDate>1996</publicationDate></json:item><json:item><author><json:item><name>R Setiono</name></json:item><json:item><name>H Liu</name></json:item></author><host><volume>17</volume><pages><last>24</last><first>1</first></pages><issue>1</issue><author></author><title>Neurocomputing</title><publicationDate>1997</publicationDate></host><title>Neurolinear: from neural networks to oblique decision rules</title><publicationDate>1997</publicationDate></json:item><json:item><author><json:item><name>J Vanthienen</name></json:item><json:item><name>C Mues</name></json:item><json:item><name>A Aerts</name></json:item></author><host><volume>27</volume><pages><last>352</last><first>337</first></pages><issue>3</issue><author></author><title>Data and Knowledge Engineering</title><publicationDate>1998</publicationDate></host><title>An illustration of verification and validation in the modelling phase of KBS development</title><publicationDate>1998</publicationDate></json:item></refBibs><genre><json:string>conference</json:string></genre><serie><editor><json:item><name>David Hutchison</name><affiliations><json:string>Lancaster University, UK</json:string></affiliations></json:item><json:item><name>Takeo Kanade</name><affiliations><json:string>Carnegie Mellon University, Pittsburgh, PA, USA</json:string></affiliations></json:item><json:item><name>Josef Kittler</name><affiliations><json:string>University of Surrey, Guildford, UK</json:string></affiliations></json:item><json:item><name>Jon M. 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Singapore</affiliation></author><author xml:id="author-4"><persName><forename type="first">Jan</forename><surname>Vanthienen</surname></persName><email>jan.vanthienen@econ.kuleuven.ac.be</email><affiliation>Dept. of Applied Economic Sciences, K.U.Leuven, Naamsestraat 69, B-3000, Leuven, Belgium</affiliation></author></analytic><monogr><title level="m">Professional Knowledge Management</title><title level="m" type="sub">Third Biennial Conference, WM 2005, Kaiserslautern, Germany, April 10-13, 2005, Revised Selected Papers</title><idno type="pISBN">978-3-540-30465-4</idno><idno type="eISBN">978-3-540-31620-6</idno><idno type="pISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="DOI">10.1007/11590019</idno><idno type="book-ID">978-3-540-31620-6</idno><idno type="book-title-ID">127867</idno><idno type="book-sequence-number">3782</idno><idno type="book-volume-number">3782</idno><idno type="book-chapter-count">82</idno><editor><persName><forename 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Rehovot, Israel</affiliation></editor><editor><persName><forename type="first">Oscar</forename><surname>Nierstrasz</surname></persName><affiliation>University of Bern, Switzerland</affiliation></editor><editor><persName><forename type="first">C.</forename><surname>Pandu Rangan</surname></persName><affiliation>Indian Institute of Technology, Madras, India</affiliation></editor><editor><persName><forename type="first">Bernhard</forename><surname>Steffen</surname></persName><affiliation>University of Dortmund, Germany</affiliation></editor><editor><persName><forename type="first">Madhu</forename><surname>Sudan</surname></persName><affiliation>Massachusetts Institute of Technology, MA, USA</affiliation></editor><editor><persName><forename type="first">Demetri</forename><surname>Terzopoulos</surname></persName><affiliation>New York University, NY, USA</affiliation></editor><editor><persName><forename type="first">Dough</forename><surname>Tygar</surname></persName><affiliation>University of California, Berkeley, CA, USA</affiliation></editor><editor><persName><forename type="first">Moshe</forename><forename type="first">Y.</forename><surname>Vardi</surname></persName><affiliation>Rice University, Houston, TX, USA</affiliation></editor><editor><persName><forename type="first">Gerhard</forename><surname>Weikum</surname></persName><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation></editor><biblScope><date>2005</date></biblScope><idno type="pISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="series-Id">558</idno></series><series><title level="s">Lecture Notes in Artificial Intelligence</title><editor><persName><forename type="first">David</forename><surname>Hutchison</surname></persName><affiliation>Lancaster University, UK</affiliation></editor><editor><persName><forename type="first">Takeo</forename><surname>Kanade</surname></persName><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation></editor><editor><persName><forename type="first">Josef</forename><surname>Kittler</surname></persName><affiliation>University of Surrey, Guildford, UK</affiliation></editor><editor><persName><forename type="first">Jon</forename><forename type="first">M.</forename><surname>Kleinberg</surname></persName><affiliation>Cornell University, Ithaca, NY, USA</affiliation></editor><editor><persName><forename type="first">Friedemann</forename><surname>Mattern</surname></persName><affiliation>ETH Zurich, Switzerland</affiliation></editor><editor><persName><forename type="first">John</forename><forename type="first">C.</forename><surname>Mitchell</surname></persName><affiliation>Stanford University, CA, USA</affiliation></editor><editor><persName><forename type="first">Moni</forename><surname>Naor</surname></persName><affiliation>Weizmann Institute of Science, Rehovot, Israel</affiliation></editor><editor><persName><forename type="first">Oscar</forename><surname>Nierstrasz</surname></persName><affiliation>University of Bern, Switzerland</affiliation></editor><editor><persName><forename type="first">C.</forename><surname>Pandu Rangan</surname></persName><affiliation>Indian Institute of Technology, Madras, India</affiliation></editor><editor><persName><forename type="first">Bernhard</forename><surname>Steffen</surname></persName><affiliation>University of Dortmund, Germany</affiliation></editor><editor><persName><forename type="first">Madhu</forename><surname>Sudan</surname></persName><affiliation>Massachusetts Institute of Technology, MA, USA</affiliation></editor><editor><persName><forename type="first">Demetri</forename><surname>Terzopoulos</surname></persName><affiliation>New York University, NY, USA</affiliation></editor><editor><persName><forename type="first">Dough</forename><surname>Tygar</surname></persName><affiliation>University of California, Berkeley, CA, USA</affiliation></editor><editor><persName><forename type="first">Moshe</forename><forename type="first">Y.</forename><surname>Vardi</surname></persName><affiliation>Rice University, Houston, TX, USA</affiliation></editor><editor><persName><forename type="first">Gerhard</forename><surname>Weikum</surname></persName><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation></editor><editor><persName><forename type="first">Jaime</forename><forename type="first">G.</forename><surname>Carbonell</surname></persName><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation></editor><editor><persName><forename type="first">Jörg</forename><surname>Siekmann</surname></persName><affiliation>University of Saarland, Saarbrücken, Germany</affiliation></editor><editor><persName><forename type="first">Klaus-Dieter</forename><surname>Althoff</surname></persName><email>althoff@iis.uni-hildesheim.de</email><affiliation>Institute of Computer Science, 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type="first">Thomas</forename><surname>Roth-Berghofer</surname></persName><email>Thomas.Roth-Berghofer@dfki.de</email><affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Trippstadter Straße 122, 67663, Kaiserslautern, Germany</affiliation></editor><idno type="pISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><biblScope unit="seriesId">1244</biblScope></series><idno type="istex">A9C2AFDE7D5F8CFB241551D3DB07E79D238DC763</idno><idno type="DOI">10.1007/11590019_55</idno><idno type="ChapterID">55</idno><idno type="ChapterID">Chap55</idno></biblStruct></sourceDesc></fileDesc><profileDesc><creation><date>2005</date></creation><langUsage><language ident="en">en</language></langUsage><abstract xml:lang="en"><p>Abstract: The advent of knowledge discovery in data (KDD) technology has created new opportunities to analyze huge amounts of data. However, in order for this knowledge to be deployed, it first needs to be validated by the end-users and then implemented and integrated into the existing business and decision support environment. In this paper, we propose a framework for the development of business intelligence (BI) systems which centers on the use of neural network rule extraction and decision tables. Two different types of neural network rule extraction algorithms, viz. Neurolinear and Neurorule, are compared, and subsequent implementation strategies based on decision tables are discussed.</p></abstract><textClass><keywords scheme="Book-Subject-Collection"><list><label>SUCO11645</label><item><term>Computer Science</term></item></list></keywords></textClass><textClass><keywords scheme="Book-Subject-Group"><list><label>I</label><label>I21017</label><label>I18032</label><label>I18040</label><label>I2301X</label><label>I24032</label><item><term>Computer Science</term></item><item><term>Artificial Intelligence (incl. 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22</Street><Postcode>31141</Postcode><City>Hildesheim</City><Country>Germany</Country></OrgAddress></Affiliation><Affiliation ID="Aff19"><OrgDivision>Knowledge Management Department</OrgDivision><OrgName>German Research Center for Artificial Intelligence (DFKI) GmbH</OrgName><OrgAddress><City>Kaiserslautern</City><Country>Germany</Country></OrgAddress></Affiliation><Affiliation ID="Aff20"><OrgDivision>Department of Business Information Systems II</OrgDivision><OrgName>University of Trier</OrgName><OrgAddress><City>Trier</City><Country>Germany</Country></OrgAddress></Affiliation><Affiliation ID="Aff21"><OrgDivision>Department for Experience Management</OrgDivision><OrgName>Fraunhofer Institute for Experimental Software Engineering</OrgName><OrgAddress><City>Kaiserslautern</City></OrgAddress></Affiliation><Affiliation ID="Aff22"><OrgDivision>Knowledge Management Department</OrgDivision><OrgName>German Research Center for Artificial Intelligence (DFKI) GmbH</OrgName><OrgAddress><Street>Trippstadter Straße 122</Street><Postcode>67663</Postcode><City>Kaiserslautern</City><Country>Germany</Country></OrgAddress></Affiliation></EditorGroup></BookHeader><Part ID="Part11"><PartInfo TocLevels="0"><PartID>11</PartID><PartSequenceNumber>11</PartSequenceNumber><PartTitle>Knowledge Management and Business Intelligence (KMBI)</PartTitle><PartChapterCount>3</PartChapterCount><PartContext><SeriesID>558</SeriesID><BookTitle>Professional Knowledge Management</BookTitle></PartContext></PartInfo><Chapter ID="Chap55" Language="En"><ChapterInfo ChapterType="OriginalPaper" ContainsESM="No" NumberingDepth="2" NumberingStyle="ContentOnly" TocLevels="0"><ChapterID>55</ChapterID><ChapterDOI>10.1007/11590019_55</ChapterDOI><ChapterSequenceNumber>55</ChapterSequenceNumber><ChapterTitle Language="En">From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables</ChapterTitle><ChapterFirstPage>483</ChapterFirstPage><ChapterLastPage>495</ChapterLastPage><ChapterCopyright><CopyrightHolderName>Springer-Verlag Berlin Heidelberg</CopyrightHolderName><CopyrightYear>2005</CopyrightYear></ChapterCopyright><ChapterGrants Type="Regular"><MetadataGrant Grant="OpenAccess"></MetadataGrant><AbstractGrant Grant="OpenAccess"></AbstractGrant><BodyPDFGrant Grant="Restricted"></BodyPDFGrant><BodyHTMLGrant Grant="Restricted"></BodyHTMLGrant><BibliographyGrant Grant="Restricted"></BibliographyGrant><ESMGrant Grant="Restricted"></ESMGrant></ChapterGrants><ChapterContext><SeriesID>558</SeriesID><PartID>11</PartID><BookID>978-3-540-31620-6</BookID><BookTitle>Professional Knowledge Management</BookTitle></ChapterContext></ChapterInfo><ChapterHeader><AuthorGroup><Author AffiliationIDS="Aff23 Aff24"><AuthorName DisplayOrder="Western"><GivenName>Christophe</GivenName><FamilyName>Mues</FamilyName></AuthorName><Contact><Email>c.mues@soton.ac.uk</Email></Contact></Author><Author AffiliationIDS="Aff23"><AuthorName DisplayOrder="Western"><GivenName>Bart</GivenName><FamilyName>Baesens</FamilyName></AuthorName><Contact><Email>b.m.m.baesens@soton.ac.uk</Email></Contact></Author><Author AffiliationIDS="Aff25"><AuthorName DisplayOrder="Western"><GivenName>Rudy</GivenName><FamilyName>Setiono</FamilyName></AuthorName><Contact><Email>rudys@comp.nus.edu.sg</Email></Contact></Author><Author AffiliationIDS="Aff24"><AuthorName DisplayOrder="Western"><GivenName>Jan</GivenName><FamilyName>Vanthienen</FamilyName></AuthorName><Contact><Email>jan.vanthienen@econ.kuleuven.ac.be</Email></Contact></Author><Affiliation ID="Aff23"><OrgDivision>School of Management</OrgDivision><OrgName>University of Southampton</OrgName><OrgAddress><City>Southampton</City><Postcode>SO17 1BJ</Postcode><Country>United Kingdom</Country></OrgAddress></Affiliation><Affiliation ID="Aff24"><OrgDivision>Dept. of Applied Economic Sciences</OrgDivision><OrgName>K.U.Leuven</OrgName><OrgAddress><Street>Naamsestraat 69</Street><Postcode>B-3000</Postcode><City>Leuven</City><Country>Belgium</Country></OrgAddress></Affiliation><Affiliation ID="Aff25"><OrgDivision>Dept. of Information Systems, Kent Ridge</OrgDivision><OrgName>National University of Singapore</OrgName><OrgAddress><City>Singapore</City><Postcode>119260</Postcode><Country>Republic of Singapore</Country></OrgAddress></Affiliation></AuthorGroup><Abstract ID="Abs1" Language="En"><Heading>Abstract</Heading><Para>The advent of knowledge discovery in data (KDD) technology has created new opportunities to analyze huge amounts of data. However, in order for this knowledge to be deployed, it first needs to be validated by the end-users and then implemented and integrated into the existing business and decision support environment. In this paper, we propose a framework for the development of business intelligence (BI) systems which centers on the use of neural network rule extraction and decision tables. Two different types of neural network rule extraction algorithms, viz. Neurolinear and Neurorule, are compared, and subsequent implementation strategies based on decision tables are discussed.</Para></Abstract></ChapterHeader><NoBody></NoBody></Chapter></Part></Book></Series></Publisher></istex:document></istex:metadataXml><mods version="3.6"><titleInfo lang="en"><title>From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables</title></titleInfo><titleInfo type="alternative" contentType="CDATA" lang="en"><title>From Knowledge Discovery to Implementation: A Business Intelligence Approach Using Neural Network Rule Extraction and Decision Tables</title></titleInfo><name type="personal"><namePart type="given">Christophe</namePart><namePart type="family">Mues</namePart><affiliation>School of Management, University of Southampton, SO17 1BJ, Southampton, United Kingdom</affiliation><affiliation>Dept. of Applied Economic Sciences, K.U.Leuven, Naamsestraat 69, B-3000, Leuven, Belgium</affiliation><affiliation>E-mail: c.mues@soton.ac.uk</affiliation><role><roleTerm type="text">author</roleTerm></role></name><name type="personal"><namePart type="given">Bart</namePart><namePart type="family">Baesens</namePart><affiliation>School of Management, University of Southampton, SO17 1BJ, Southampton, United Kingdom</affiliation><affiliation>E-mail: b.m.m.baesens@soton.ac.uk</affiliation><role><roleTerm type="text">author</roleTerm></role></name><name type="personal"><namePart type="given">Rudy</namePart><namePart type="family">Setiono</namePart><affiliation>Dept. of Information Systems, Kent Ridge, National University of Singapore, 119260, Singapore, Republic of Singapore</affiliation><affiliation>E-mail: rudys@comp.nus.edu.sg</affiliation><role><roleTerm type="text">author</roleTerm></role></name><name type="personal"><namePart type="given">Jan</namePart><namePart type="family">Vanthienen</namePart><affiliation>Dept. of Applied Economic Sciences, K.U.Leuven, Naamsestraat 69, B-3000, Leuven, Belgium</affiliation><affiliation>E-mail: jan.vanthienen@econ.kuleuven.ac.be</affiliation><role><roleTerm type="text">author</roleTerm></role></name><typeOfResource>text</typeOfResource><genre type="conference" displayLabel="OriginalPaper"></genre><originInfo><publisher>Springer Berlin Heidelberg</publisher><place><placeTerm type="text">Berlin, Heidelberg</placeTerm></place><dateIssued encoding="w3cdtf">2005</dateIssued><copyrightDate encoding="w3cdtf">2005</copyrightDate></originInfo><language><languageTerm type="code" authority="rfc3066">en</languageTerm><languageTerm type="code" authority="iso639-2b">eng</languageTerm></language><physicalDescription><internetMediaType>text/html</internetMediaType></physicalDescription><abstract lang="en">Abstract: The advent of knowledge discovery in data (KDD) technology has created new opportunities to analyze huge amounts of data. However, in order for this knowledge to be deployed, it first needs to be validated by the end-users and then implemented and integrated into the existing business and decision support environment. In this paper, we propose a framework for the development of business intelligence (BI) systems which centers on the use of neural network rule extraction and decision tables. Two different types of neural network rule extraction algorithms, viz. Neurolinear and Neurorule, are compared, and subsequent implementation strategies based on decision tables are discussed.</abstract><relatedItem type="host"><titleInfo><title>Professional Knowledge Management</title><subTitle>Third Biennial Conference, WM 2005, Kaiserslautern, Germany, April 10-13, 2005, Revised Selected Papers</subTitle></titleInfo><name type="personal"><namePart type="given">Klaus-Dieter</namePart><namePart type="family">Althoff</namePart><affiliation>Institute of Computer Science, University of Hildesheim, Marienburger Platz 22, 31141, Hildesheim, Germany</affiliation><affiliation>E-mail: althoff@iis.uni-hildesheim.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Andreas</namePart><namePart type="family">Dengel</namePart><affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Kaiserslautern, Germany</affiliation><affiliation>E-mail: Andreas.Dengel@dfki.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Ralph</namePart><namePart type="family">Bergmann</namePart><affiliation>Department of Business Information Systems II, University of Trier, Trier, Germany</affiliation><affiliation>E-mail: bergmann@uni-trier.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Markus</namePart><namePart type="family">Nick</namePart><affiliation>Department for Experience Management, Fraunhofer Institute for Experimental Software Engineering, Kaiserslautern</affiliation><affiliation>E-mail: nick@iese.fraunhofer.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Thomas</namePart><namePart type="family">Roth-Berghofer</namePart><affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Trippstadter Straße 122, 67663, Kaiserslautern, Germany</affiliation><affiliation>E-mail: Thomas.Roth-Berghofer@dfki.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><genre type="book-series" displayLabel="Proceedings"></genre><originInfo><copyrightDate encoding="w3cdtf">2005</copyrightDate><issuance>monographic</issuance></originInfo><subject><genre>Book-Subject-Collection</genre><topic authority="SpringerSubjectCodes" authorityURI="SUCO11645">Computer Science</topic></subject><subject><genre>Book-Subject-Group</genre><topic authority="SpringerSubjectCodes" authorityURI="I">Computer Science</topic><topic authority="SpringerSubjectCodes" authorityURI="I21017">Artificial Intelligence (incl. Robotics)</topic><topic authority="SpringerSubjectCodes" authorityURI="I18032">Information Storage and Retrieval</topic><topic authority="SpringerSubjectCodes" authorityURI="I18040">Information Systems Applications (incl.Internet)</topic><topic authority="SpringerSubjectCodes" authorityURI="I2301X">Computer Appl. in Administrative Data Processing</topic><topic authority="SpringerSubjectCodes" authorityURI="I24032">Computers and Education</topic></subject><identifier type="DOI">10.1007/11590019</identifier><identifier type="ISBN">978-3-540-30465-4</identifier><identifier type="eISBN">978-3-540-31620-6</identifier><identifier type="ISSN">0302-9743</identifier><identifier type="eISSN">1611-3349</identifier><identifier type="BookTitleID">127867</identifier><identifier type="BookID">978-3-540-31620-6</identifier><identifier type="BookChapterCount">82</identifier><identifier type="BookVolumeNumber">3782</identifier><identifier type="BookSequenceNumber">3782</identifier><identifier type="PartChapterCount">3</identifier><part><date>2005</date><detail type="part"><title>Knowledge Management and Business Intelligence (KMBI)</title></detail><detail type="volume"><number>3782</number><caption>vol.</caption></detail><extent unit="pages"><start>483</start><end>495</end></extent></part><recordInfo><recordOrigin>Springer-Verlag Berlin Heidelberg, 2005</recordOrigin></recordInfo></relatedItem><relatedItem type="series"><titleInfo><title>Lecture Notes in Computer Science</title></titleInfo><name type="personal"><namePart type="given">David</namePart><namePart type="family">Hutchison</namePart><affiliation>Lancaster University, UK</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Takeo</namePart><namePart type="family">Kanade</namePart><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Josef</namePart><namePart type="family">Kittler</namePart><affiliation>University of Surrey, Guildford, UK</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Jon</namePart><namePart type="given">M.</namePart><namePart type="family">Kleinberg</namePart><affiliation>Cornell University, Ithaca, NY, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Friedemann</namePart><namePart type="family">Mattern</namePart><affiliation>ETH Zurich, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">John</namePart><namePart type="given">C.</namePart><namePart type="family">Mitchell</namePart><affiliation>Stanford University, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moni</namePart><namePart type="family">Naor</namePart><affiliation>Weizmann Institute of Science, Rehovot, Israel</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Oscar</namePart><namePart type="family">Nierstrasz</namePart><affiliation>University of Bern, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">C.</namePart><namePart type="family">Pandu Rangan</namePart><affiliation>Indian Institute of Technology, Madras, India</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Bernhard</namePart><namePart type="family">Steffen</namePart><affiliation>University of Dortmund, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Madhu</namePart><namePart type="family">Sudan</namePart><affiliation>Massachusetts Institute of Technology, MA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Demetri</namePart><namePart type="family">Terzopoulos</namePart><affiliation>New York University, NY, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Dough</namePart><namePart type="family">Tygar</namePart><affiliation>University of California, Berkeley, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moshe</namePart><namePart type="given">Y.</namePart><namePart type="family">Vardi</namePart><affiliation>Rice University, Houston, TX, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Gerhard</namePart><namePart type="family">Weikum</namePart><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><originInfo><copyrightDate encoding="w3cdtf">2005</copyrightDate><issuance>serial</issuance></originInfo><relatedItem type="constituent"><titleInfo><title>Lecture Notes in Artificial Intelligence</title></titleInfo><name type="personal"><namePart type="given">David</namePart><namePart type="family">Hutchison</namePart><affiliation>Lancaster University, UK</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Takeo</namePart><namePart type="family">Kanade</namePart><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Josef</namePart><namePart type="family">Kittler</namePart><affiliation>University of Surrey, Guildford, UK</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Jon</namePart><namePart type="given">M.</namePart><namePart type="family">Kleinberg</namePart><affiliation>Cornell University, Ithaca, NY, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Friedemann</namePart><namePart type="family">Mattern</namePart><affiliation>ETH Zurich, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">John</namePart><namePart type="given">C.</namePart><namePart type="family">Mitchell</namePart><affiliation>Stanford University, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moni</namePart><namePart type="family">Naor</namePart><affiliation>Weizmann Institute of Science, Rehovot, Israel</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Oscar</namePart><namePart type="family">Nierstrasz</namePart><affiliation>University of Bern, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">C.</namePart><namePart type="family">Pandu Rangan</namePart><affiliation>Indian Institute of Technology, Madras, India</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Bernhard</namePart><namePart type="family">Steffen</namePart><affiliation>University of Dortmund, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Madhu</namePart><namePart type="family">Sudan</namePart><affiliation>Massachusetts Institute of Technology, MA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Demetri</namePart><namePart type="family">Terzopoulos</namePart><affiliation>New York University, NY, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Dough</namePart><namePart type="family">Tygar</namePart><affiliation>University of California, Berkeley, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moshe</namePart><namePart type="given">Y.</namePart><namePart type="family">Vardi</namePart><affiliation>Rice University, Houston, TX, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Gerhard</namePart><namePart type="family">Weikum</namePart><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Jaime</namePart><namePart type="given">G.</namePart><namePart type="family">Carbonell</namePart><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Jörg</namePart><namePart type="family">Siekmann</namePart><affiliation>University of Saarland, Saarbrücken, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Klaus-Dieter</namePart><namePart type="family">Althoff</namePart><affiliation>Institute of Computer Science, University of Hildesheim, Marienburger Platz 22, 31141, Hildesheim, Germany</affiliation><affiliation>E-mail: althoff@iis.uni-hildesheim.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Andreas</namePart><namePart type="family">Dengel</namePart><affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Kaiserslautern, Germany</affiliation><affiliation>E-mail: Andreas.Dengel@dfki.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Ralph</namePart><namePart type="family">Bergmann</namePart><affiliation>Department of Business Information Systems II, University of Trier, Trier, Germany</affiliation><affiliation>E-mail: bergmann@uni-trier.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Markus</namePart><namePart type="family">Nick</namePart><affiliation>Department for Experience Management, Fraunhofer Institute for Experimental Software Engineering, Kaiserslautern</affiliation><affiliation>E-mail: nick@iese.fraunhofer.de</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Thomas</namePart><namePart type="family">Roth-Berghofer</namePart><affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, 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