Learning with Rejection

DOI10.1007/978-3-319-46379-7_5zbMath1478.68282OpenAlexW2522957395MaRDI QIDQ2830268

Giulia Desalvo, Mehryar Mohri, Corinna Cortes

Publication date: 9 November 2016

Published in: Lecture Notes in Computer Science (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-319-46379-7_5

Mathematics Subject Classification ID

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

Related Items (7)

Exploratory machine learning with unknown unknowns ⋮ Consistent algorithms for multiclass classification with an abstain option ⋮ Binary classification with ambiguous training data ⋮ Unnamed Item ⋮ Learning with Rejection ⋮ Unnamed Item ⋮ Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction under Label Independence

Uses Software

• CVX

Cites Work

• Knows what it knows: a framework for self-aware learning
• Support vector machines with a reject option
• Empirical margin distributions and bounding the generalization error of combined classifiers
• Generalization bounds for averaged classifiers
• Learning with Rejection
• Learning with Deep Cascades
• Agnostic Pointwise-Competitive Selective Classification
• Classification with reject option
• On optimum recognition error and reject tradeoff
• Paradoxes of fuzzy logic, revisited
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