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Active Learning

1,911 papers

Papers per year

4
20
39
156
120
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Papers

Selective sampling algorithms for cost-sensitive multiclass prediction ICML 2013
Generalized Spike-and-Slab Priors for Bayesian Group Feature Selection Using Expectation Propagation JMLR 2013
Efficient Active Learning of Halfspaces: An Aggressive Approach JMLR 2013
Active Bayesian Perception for Simultaneous Object Localization and Identification RSS 2013
Learning to Plan for Constrained Manipulation from Demonstrations RSS 2013
Selective Labeling via Error Bound Minimization NIPS 2012
Searching for objects driven by context NIPS 2012
On Multilabel Classification and Ranking with Partial Feedback NIPS 2012
A Bayesian Approach for Policy Learning from Trajectory Preference Queries NIPS 2012
Controlled Recognition Bounds for Visual Learning and Exploration NIPS 2012
Bayesian active learning with localized priors for fast receptive field characterization NIPS 2012
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NIPS 2012
Active Learning of Model Evidence Using Bayesian Quadrature NIPS 2012
Diffusion Decision Making for Adaptive k-Nearest Neighbor Classification NIPS 2012
Hierarchical Optimistic Region Selection driven by Curiosity NIPS 2012
Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence NIPS 2012
Active Comparison of Prediction Models NIPS 2012
Minimizing Uncertainty in Pipelines NIPS 2012
Collaborative Gaussian Processes for Preference Learning NIPS 2012
Active Learning of Multi-Index Function Models NIPS 2012
Confusion-Based Online Learning and a Passive-Aggressive Scheme NIPS 2012
A Linear Time Active Learning Algorithm for Link Classification NIPS 2012
Multilabel Classification using Bayesian Compressed Sensing NIPS 2012
Online allocation and homogeneous partitioning for piecewise constant mean-approximation NIPS 2012
Active Learning with Hinted Support Vector Machine ACML 2012