Moving towards efficient decision tree construction

DOI10.1016/j.ins.2008.12.006zbMath1183.68523OpenAlexW2062882213MaRDI QIDQ1006753

J. Martínez

Publication date: 25 March 2009

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2008.12.006

zbMATH Keywords

decision treesGini indexgain ratiosplit measure

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)

Related Items

Binary multi-layer classifier ⋮ Finite sets of data compatible with multidimensional inequality measures ⋮ A theoretical and empirical study on unbiased boundary-extended crossover for real-valued representation ⋮ Correlation based splitting criterionin multi branch decision tree

Uses Software

• UCI-ml
• SLIQ
• SPRINT
• C4.5

Cites Work

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• On the handling of continuous-valued attributes in decision tree generation
• PUBLIC: A decision tree classifier that integrates building and pruning
• Technical note: Some properties of splitting criteria
• Improving Greedy Algorithms by Lookahead-Search