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Active Learning

1,911 papers

Papers per year

4
20
39
156
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Papers

Scalable Personalization of Long-Term Physiological Monitoring: Active Learning Methodologies for Epileptic Seizure Onset Detection AISTATS 2012
Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012
Online Clustering with Experts AISTATS 2012
Protocols for Learning Classifiers on Distributed Data AISTATS 2012
UPAL: Unbiased Pool Based Active Learning AISTATS 2012
A Variance Minimization Criterion to Active Learning on Graphs AISTATS 2012
Learning from Weak Teachers AISTATS 2012
Active Learning from Multiple Knowledge Sources AISTATS 2012
Consistency of Nearest Neighbor Classification under Selective Sampling COLT 2012
Active Learning Using Smooth Relative Regret Approximations with Applications COLT 2012
Robust Interactive Learning COLT 2012
A Correlation Clustering Approach to Link Classification in Signed Networks COLT 2012
Plug-in Approach to Active Learning JMLR 2012
An Active Learning Algorithm for Ranking from Pairwise Preferences with an Almost Optimal Query Complexity JMLR 2012
Active Clustering of Biological Sequences JMLR 2012
Active Learning via Perfect Selective Classification JMLR 2012
Activized Learning: Transforming Passive to Active with Improved Label Complexity JMLR 2012
Selective Sampling and Active Learning from Single and Multiple Teachers JMLR 2012
Lower Bounds for Passive and Active Learning NIPS 2011
Bayesian Bias Mitigation for Crowdsourcing NIPS 2011
Active learning of neural response functions with Gaussian processes NIPS 2011
Video Annotation and Tracking with Active Learning NIPS 2011
Active Learning with a Drifting Distribution NIPS 2011
Active Classification based on Value of Classifier NIPS 2011
Budgeted Optimization with Concurrent Stochastic-Duration Experiments NIPS 2011