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Active Learning

1,911 papers

Papers per year

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20
39
156
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Papers

On Multilabel Classification and Ranking with Bandit Feedback JMLR 2014
Contextual Bandits with Similarity Information JMLR 2014
Active Contextual Policy Search JMLR 2014
Asymptotic Accuracy of Distribution-Based Estimation of Latent Variables JMLR 2014
Active Imitation Learning: Formal and Practical Reductions to I.I.D. Learning JMLR 2014
Sequential Transfer in Multi-armed Bandit with Finite Set of Models NIPS 2013
A Gang of Bandits NIPS 2013
Online Learning with Costly Features and Labels NIPS 2013
Auditing: Active Learning with Outcome-Dependent Query Costs NIPS 2013
Buy-in-Bulk Active Learning NIPS 2013
Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting NIPS 2013
Σ-Optimality for Active Learning on Gaussian Random Fields NIPS 2013
Estimation Bias in Multi-Armed Bandit Algorithms for Search Advertising NIPS 2013
Statistical Active Learning Algorithms NIPS 2013
Machine Teaching for Bayesian Learners in the Exponential Family NIPS 2013
Latent Structured Active Learning NIPS 2013
Context-sensitive active sensing in humans NIPS 2013
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough? NIPS 2013
Learning Adaptive Value of Information for Structured Prediction NIPS 2013
Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion NIPS 2013
Active Sampling of Pairs and Points for Large-scale Linear Bipartite Ranking ACML 2013
Learning to Top-K Search using Pairwise Comparisons AISTATS 2013
Active Learning for Interactive Visualization AISTATS 2013
Supervised Sequential Classification Under Budget Constraints AISTATS 2013
Active and passive learning of linear separators under log-concave distributions COLT 2013