conftrace_

label complexity

58 papers

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Co-occurring keywords

active learning (1301) query complexity (183) pac learning (283) batch active learning (14) pool-based active learning (15) agnostic learning (76) uncertainty sampling (69) passive learning (15) tsybakov noise (6) disagreement coefficient (10)

Papers

Auditing: Active Learning with Outcome-Dependent Query Costs NIPS 2013
Activized Learning: Transforming Passive to Active with Improved Label Complexity JMLR 2012
Active Learning via Perfect Selective Classification JMLR 2012
Smoothness, Disagreement Coefficient, and the Label Complexity of Agnostic Active Learning JMLR 2011
Active Learning with a Drifting Distribution NIPS 2011
Reducing Label Complexity by Learning From Bags AISTATS 2010
Sufficient Conditions for Agnostic Active Learnable NIPS 2009
A general agnostic active learning algorithm NIPS 2007