Evolutionary Decision Trees in Large-Scale Data Mining

This book presents a unified framework, based on specialized evolutionary algorithms, for the global induction of various types of classification and regression trees from data. The resulting univariate or oblique trees are significantly smaller than those produced by standard top-down methods, an a...

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Detaylı Bibliyografya
Yazar: Kretowski, Marek (Yazar)
Müşterek Yazar: SpringerLink (Online service)
Materyal Türü: e-Kitap
Dil:İngilizce
Baskı/Yayın Bilgisi: Cham : Springer International Publishing : 2019.
Imprint: Springer,
Edisyon:1st ed. 2019.
Seri Bilgileri:Studies in Big Data, 59
Konular:
Engineering > Data processing.
Computational intelligence.
Big data.
Data Engineering.
Computational Intelligence.
Big Data.
Online Erişim:Full-text access
İçindekiler:
  • Evolutionary computation
  • Decision trees in data mining
  • Parallel and distributed computation
  • Global induction of univariate trees
  • Oblique and mixed decision trees
  • Cost-sensitive tree induction
  • Multi-test decision trees for gene expression data
  • Parallel computations for evolutionary induction.

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