Data mining and analysis

Data mining and analysis: fundamental concepts and algorithms

by Zaki, Mohammed J.

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Title Statements

  • Full title :Data mining and analysis : fundamental concepts and algorithms / Mohammed J. Zaki [and] Wagner Meira, Jr.

Edition Statements

  • Publication Date:2014.

Publication Statements

  • Publisher(s):Cambridge U.P
  • Place of Publication:Cambridge
  • Language:eng
  • Publication Date:2014.

The Physical Object

  • Description:593 p. ; : 26 cm

Edition Identifiers

  • ISBN:9780521766333, 0521766338
  • oclc:ocn897519663
  • LC Classification:QA76.9.D343
  • Dewey Decimal:006.3/12

Table of Contents

Data mining and analysis -- Numeric attributes -- Categorical attributes -- Graph data -- Kernel methods -- High-dimensional data -- Dimensionality reduction -- Itemset mining -- Summarizing itemsets -- Sequence mining -- Graph pattern mining -- Pattern and rule assessment -- Representative-based clustering -- Hierarchical clustering -- Density-based clustering -- Spectral and graph clustering -- Clustering validation -- Probabilistic classification -- Decision tree classifier -- Linear discriminant analysis -- Support vector machines -- Classification assessment.

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Subjects

Data Mining Exploration de données (Informatique) Information systems Statistical science

Writers

Zaki, Mohammed J. Meira, Jr., Wagner

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