Active Learning

Σ-Optimality for Active Learning on Gaussian Random Fields NeurIPS 2013 A Bayesian Approach for Policy Learning from Trajectory Preference Queries NeurIPS 2012 A Correlation Clustering Approach to Link Classification in Signed Networks COLT 2012 Active Clustering of Biological Sequences JMLR 2012 Active Comparison of Prediction Models NeurIPS 2012 Active Learning from Multiple Knowledge Sources AISTATS 2012 Active Learning of Model Evidence Using Bayesian Quadrature NeurIPS 2012 Active Learning of Multi-Index Function Models NeurIPS 2012 Active Learning Using Smooth Relative Regret Approximations with Applications COLT 2012 Active Learning via Perfect Selective Classification JMLR 2012 Active Learning with Hinted Support Vector Machine ACML 2012 Activized Learning: Transforming Passive to Active with Improved Label Complexity JMLR 2012 A Linear Time Active Learning Algorithm for Link Classification NeurIPS 2012 An Active Learning Algorithm for Ranking from Pairwise Preferences with an Almost Optimal Query Complexity JMLR 2012 A Variance Minimization Criterion to Active Learning on Graphs AISTATS 2012 Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NeurIPS 2012 Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012 Bayesian active learning with localized priors for fast receptive field characterization NeurIPS 2012 Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence NeurIPS 2012 Collaborative Gaussian Processes for Preference Learning NeurIPS 2012 Confusion-Based Online Learning and a Passive-Aggressive Scheme NeurIPS 2012 Consistency of Nearest Neighbor Classification under Selective Sampling COLT 2012 Controlled Recognition Bounds for Visual Learning and Exploration NeurIPS 2012 Diffusion Decision Making for Adaptive k-Nearest Neighbor Classification NeurIPS 2012 Hierarchical Optimistic Region Selection driven by Curiosity NeurIPS 2012