An analysis on the relationship between uncertainty and misclassification rate of classifiers

DOI10.1016/j.ins.2020.05.059zbMath1459.68182OpenAlexW3027165530MaRDI QIDQ2023206

Cong Hu, Xinlei Zhou, Ran Wang, Xi-Zhao Wang

Publication date: 3 May 2021

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

Full work available at URL: https://doi.org/10.1016/j.ins.2020.05.059

zbMATH Keywords

uncertaintysupervised learningclassification problemstatistical distributionmisclassification rate

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Reasoning under uncertainty in the context of artificial intelligence (68T37)

Cites Work

• A Mathematical Theory of Communication
• A new and informative active learning approach for support vector machine
• The weighted majority algorithm
• Boosting the margin: a new explanation for the effectiveness of voting methods
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