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Automatic Design of Decision-Tree Induction Algorithms (SpringerBriefs in Computer Science)

Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas




[PDF.lc76] Automatic Design of Decision-Tree Induction Algorithms (SpringerBriefs in Computer Science)

Automatic Design of Decision-Tree  Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas epub
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 | #5417356 in Books |  2015-02-05 |  2015-02-05 | Original language:English | PDF # 1 |  9.25 x.43 x6.10l,.0 | File type: PDF | 176 pages

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Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in w...

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