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  <titleInfo>
    <title>Elementary cluster analysis</title>
    <subTitle>four basic methods that (usually) work</subTitle>
  </titleInfo>
  <name type="personal">
    <namePart>Bezdek, James C.</namePart>
    <namePart type="date">1939-</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
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  </name>
  <typeOfResource>text</typeOfResource>
  <originInfo>
    <place>
      <placeTerm type="code" authority="marccountry">dk</placeTerm>
    </place>
    <dateIssued encoding="marc">2022</dateIssued>
    <edition>1st</edition>
    <issuance>monographic</issuance>
  </originInfo>
  <language>
    <languageTerm authority="iso639-2b" type="code">eng</languageTerm>
  </language>
  <physicalDescription>
    <form authority="marcform">print</form>
    <extent>xlvii, 467 p. :  ill. (some col.) ;  27 cm.</extent>
  </physicalDescription>
  <tableOfContents>I The Art and Science of Clustering 1 Clusters: The Human Point of View (HPOV) 2 Uncertainty: Fuzzy Sets and Models 3 Clusters: The Computer Point of View (CPOV) 4 The Three Canonical Problems 5 Feature Analysis II Four Basic Models and Algorithms 6 The c-Means (aka k-Means) Models 7 Probabilistic Clustering – GMD/EM 8 Relational Clustering – The SAHN Models 9 Properties of the Fantastic Four: External Cluster Validity 10 Alternating Optimization 11 Clustering in Static Big Data 12 Structural Assessment in Streaming Data</tableOfContents>
  <note type="statement of responsibility">James C. Bezdek.</note>
  <note>Previously issued in print: 2021.</note>
  <note>Academic</note>
  <note>Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK). UkOxU</note>
  <note>Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force. UkOxU</note>
  <subject authority="lcsh">
    <topic>Cluster analysis</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Cluster analysis</topic>
    <topic>Data processing</topic>
  </subject>
  <subject>
    <topic>მათემატიკა</topic>
  </subject>
  <subject>
    <topic>მათემატიკური კიბერნეტიკა</topic>
  </subject>
  <subject>
    <topic>ალგორითმული თეორიების კიბრენეტიკული საკითხები</topic>
  </subject>
  <subject>
    <topic>კლასტერული ანალიზი</topic>
  </subject>
  <subject>
    <topic>კლასტერული ანალიზი-მონაცემთა დამუშავება </topic>
  </subject>
  <classification authority="ddc" edition="23">519.53028557</classification>
  <classification authority="udc">519.712</classification>
  <relatedItem type="series">
    <titleInfo>
      <title>River Publishers series in mathematics, statistics and computational modelling</title>
    </titleInfo>
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  <identifier type="isbn">9788770224253 (Hardback)</identifier>
  <identifier type="stock number">9781000791662 Ingram Content Group</identifier>
  <accessCondition type="restrictionOnAccess">Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; UkOxU</accessCondition>
  <accessCondition type="useAndReproduction">Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force. UkOxU</accessCondition>
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    <recordCreationDate encoding="marc">230112</recordCreationDate>
    <recordChangeDate encoding="iso8601">20230112080553.0</recordChangeDate>
    <recordIdentifier source="UkOxU">023249201</recordIdentifier>
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