Majority vote ensembles of conformal predictors

DOI10.1007/S10994-018-5752-YzbMath1482.68193OpenAlexW2888973467WikidataQ129310828 ScholiaQ129310828MaRDI QIDQ669293

Giovanni Cherubin

Publication date: 15 March 2019

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-018-5752-y

zbMATH Keywords

error boundsensemblesconformal predictionmajority vote

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Nonparametric tolerance and confidence regions (62G15) Learning and adaptive systems in artificial intelligence (68T05) Social choice (91B14)

Uses Software

• UCI-ml
• Scikit
• CIFAR
• GitHub
• nonconformist

Cites Work

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• Combination of inductive Mondrian conformal predictors
• Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy
• Limits on the majority vote accuracy in classifier fusion
• Criteria of efficiency for set-valued classification
• Conformal predictions for information fusion. A comparative study of p-value combination methods

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