conftrace_

cost-sensitive classification

18 papers

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Co-occurring keywords

multi-class classification (280) multiclass classification (181) binary classification (678) cost-sensitive learning (55) active learning (1301) regret bound (1926) contextual bandit (381) loss function (462) f-measure optimization (7) geometric estimation (13)

Papers

Classification with Rejection Based on Cost-sensitive Classification ICML 2021
From Cost-Sensitive Classification to Tight F-measure Bounds AISTATS 2019
Active Learning for Cost-Sensitive Classification JMLR 2019
Classification with Costly Features Using Deep Reinforcement Learning AAAI 2019
Surrogate Objectives for Batch Policy Optimization in One-step Decision Making NIPS 2019
Efficient Bayes Risk Estimation for Cost-Sensitive Classification AISTATS 2019
Infinite Task Learning in RKHSs AISTATS 2019
A Reductions Approach to Fair Classification ICML 2018
Minimax rates for cost-sensitive learning on manifolds with approximate nearest neighbours ALT 2017
Active Learning for Cost-Sensitive Classification ICML 2017
Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits ICML 2014
Guess-Averse Loss Functions For Cost-Sensitive Multiclass Boosting ICML 2014
Reduction from Cost-Sensitive Multiclass Classification to One-versus-One Binary Classification ACML 2014
Optimizing F-Measures by Cost-Sensitive Classification NIPS 2014
Selective sampling algorithms for cost-sensitive multiclass prediction ICML 2013
On Equivalence Relationships Between Classification and Ranking Algorithms JMLR 2011
Information, Divergence and Risk for Binary Experiments JMLR 2011
Distribution-Calibrated Hierarchical Classification NIPS 2009