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cs.LG2019★ 1 cited
Bayesian Nonparametrics for Non-exhaustive Learning
Yicheng Cheng, Bartek Rajwa, Murat Dundar
Non-exhaustive learning (NEL) is an emerging machine-learning paradigm designed to confront the challenge of non-stationary environments characterized by anon-exhaustive training s…
cs.LG2012★ 11 cited
Bayesian Nonexhaustive Learning for Online Discovery and Modeling of Emerging Classes
Murat Dundar, Ferit Akova, Alan Qi +1
We present a framework for online inference in the presence of a nonexhaustively defined set of classes that incorporates supervised classification with class discovery and modelin…