Rank discrimination measures for enforcing monotonicity in decision tree induction

DOI10.1016/j.ins.2014.08.045zbMath1355.68232OpenAlexW1982346697MaRDI QIDQ508805

Davide Petturiti, Christophe Marsala

Publication date: 8 February 2017

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

Full work available at URL: https://doi.org/10.1016/j.ins.2014.08.045

zbMATH Keywords

monotone binary decision tree classifiermonotone classificationrank discrimination measure

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (2)

Binary multi-layer classifier ⋮ Partially monotonic decision trees

Uses Software

• UCI-ml
• C4.5

Cites Work

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• Supervised ranking in the WEKA environment
• On measures of information and their characterizations
• Theory and applications of relational structures as knowledge instruments. COST Action 274, TARSKI. Revised papers
• Rough sets methodology for sorting problems in presence of multiple attributes and criteria
• Decision trees for monotone price models
• Growing decision trees in an ordinal setting
• Rough approximation by dominance relations
• Information entropy for ordinal classification
• Hierarchical Model for Rank Discrimination Measures

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