Learning with imperfectly labeled patterns

DOI10.1016/0031-3203(80)90026-6zbMath0441.68101OpenAlexW1966985314MaRDI QIDQ1143186

C. B. Chittineni

Publication date: 1980

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

Full work available at URL: http://hdl.handle.net/2060/19790016526

zbMATH Keywords

Bayes classifiernearest neighbor classifierfeature selectionperformance boundsclassifier trainingimperfectly labeled patternsprobabilistic model for mislabeling

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Pattern recognition, speech recognition (68T10)

Related Items (7)

Learning with imperfectly labeled patterns ⋮ Estimation of probabilities of label imperfections and correction of mislabels ⋮ Effect of wrong samples on the convergence of learning processes ⋮ Effect of wrong samples on the convergence of learning processes. II: A remedy ⋮ Some applications of GGA for automatic learning of class parameters in presence of wrong samples ⋮ Discriminant analysis with a stochastic supervisor ⋮ Uncertainty managament in space station autonomous research: Pattern recognition perspective

Cites Work

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• Learning with imperfectly labeled patterns
• On the application of probabilistic distance measures for the extraction of features from imperfectly labeled patterns
• Nearest neighbor pattern classification
• The dynamics of time-varying threshold learning
• An Error Correcting Procedure for Learning with an Imperfect Teacher
• On Feature Extraction from Imperfectly Labeled Patterns

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