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A closed-form reduction of multi-class cost-sensitive learning to weighted multi-class learning

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Publication:1015231
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DOI10.1016/J.PATCOG.2008.12.011zbMath1183.68512OpenAlexW2070007080MaRDI QIDQ1015231

J. Martínez

Publication date: 7 May 2009

Published in: Pattern Recognition (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.patcog.2008.12.011


zbMATH Keywords

classificationsupervised learningstatistical learning theorycost-sensitive learning


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10)


Related Items (2)

Cost-Sensitive Learning of Fuzzy Rules for Imbalanced Classification Problems Using FURIA ⋮ Large margin cost-sensitive learning of conditional random fields


Uses Software

  • UCI-ml
  • ElemStatLearn
  • Unnamed Item



Cites Work

  • Unnamed Item
  • Cost-sensitive boosting for classification of imbalanced data
  • Learning Theory
  • A Measure of Asymptotic Efficiency for Tests of a Hypothesis Based on the sum of Observations
  • The elements of statistical learning. Data mining, inference, and prediction




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