Data preprocessing in data mining

Data preprocessing in data mining

by Garcia, Salvador

Type Book
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Title Statements

  • Full title :Data preprocessing in data mining / Salvador García, Julián Luengo, Francisco Herrera

Edition Statements

  • Publication Date:cop, 2015

Publication Statements

  • Publisher(s):Springer
  • Place of Publication:Heidelberg
  • Language:eng
  • Publication Date:cop, 2015

Notes

Índices

The Physical Object

  • Description:XV, 320 p. : il

Edition Identifiers

  • ISBN:9783319102467, 331910246X, 9783319102474, 3319102478
  • oclc:ocn895013550

Table of Contents

Introduction -- Data Sets and Proper Statistical Analysis of Data Mining Techniques -- Data Preparation Basic Models -- Dealing with Missing Values -- Dealing with Noisy Data -- Data Reduction -- Feature Selection -- Instance Selection -- Discretization -- A Data Mining Software Package Including Data Preparation and Reduction: KEEL

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