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  <titleInfo>
    <nonSort>The </nonSort>
    <title>elements of statistical learning</title>
    <subTitle>data mining, inference, and prediction</subTitle>
  </titleInfo>
  <name type="personal">
    <namePart>Hastie, Trevor</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Tibshirani, Robert</namePart>
  </name>
  <name type="personal">
    <namePart>Friedman, J. H. (Jerome H.)</namePart>
  </name>
  <typeOfResource>text</typeOfResource>
  <genre authority="marc">bibliography</genre>
  <originInfo>
    <place>
      <placeTerm type="code" authority="marccountry">nyu</placeTerm>
    </place>
    <place>
      <placeTerm type="text">New York, NY</placeTerm>
    </place>
    <publisher>Springer</publisher>
    <dateIssued>c2009</dateIssued>
    <dateIssued encoding="marc">2009</dateIssued>
    <edition>2nd ed.</edition>
    <issuance>monographic</issuance>
  </originInfo>
  <language>
    <languageTerm authority="iso639-2b" type="code">eng</languageTerm>
  </language>
  <physicalDescription>
    <form authority="marcform">print</form>
    <extent>xxii, 745 p. : ill. (some col.) ; 25 cm.</extent>
  </physicalDescription>
  <note type="statement of responsibility">Trevor Hastie, Robert Tibshirani, Jerome Friedman.</note>
  <note>Includes bibliographical references (p. [699]-727) and indexes.</note>
  <subject authority="lcsh">
    <topic>Machine learning</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Statistics</topic>
    <topic>Methodology</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Data mining</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Bioinformatics</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Inference</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Forecasting</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Computational intelligence</topic>
  </subject>
  <classification authority="lcc">Q325.5 .H39 2009</classification>
  <classification authority="ddc" edition="22">006.31 HAS/E</classification>
  <relatedItem type="series">
    <titleInfo>
      <title>Springer series in statistics</title>
    </titleInfo>
  </relatedItem>
  <identifier type="isbn">9780387848570 (hardcover : alk. paper)</identifier>
  <identifier type="isbn">9780387848587 (electronic)</identifier>
  <identifier type="lccn">2008941148</identifier>
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    <recordIdentifier source="OSt">15512507</recordIdentifier>
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