Domain Adaptation

Contextual Bandits with Similarity Information COLT 2011 Co-Training for Domain Adaptation NeurIPS 2011 Cross-Domain Object Matching with Model Selection AISTATS 2011 Domain Adaptation with Coupled Subspaces AISTATS 2011 History distribution matching method for predicting effectiveness of HIV combination therapies NeurIPS 2011 Identifiability of Priors from Bounded Sample Sizes with Applications to Transfer Learning COLT 2011 Im2Text: Describing Images Using 1 Million Captioned Photographs NeurIPS 2011 Linear-Time Estimators for Propensity Scores AISTATS 2011 Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation NeurIPS 2011 On Strategy Stitching in Large Extensive Form Multiplayer Games NeurIPS 2011 Relative Density-Ratio Estimation for Robust Distribution Comparison NeurIPS 2011 Transfer Learning by Borrowing Examples for Multiclass Object Detection NeurIPS 2011 A Dirty Model for Multi-task Learning NeurIPS 2010 Color-Accurate Underwater Imaging using Perceptual Adaptive Illumination RSS 2010 Co-regularization Based Semi-supervised Domain Adaptation NeurIPS 2010 Detecting Weak but Hierarchically-Structured Patterns in Networks AISTATS 2010 Energy Disaggregation via Discriminative Sparse Coding NeurIPS 2010 Exclusive Lasso for Multi-task Feature Selection AISTATS 2010 Exploiting weakly-labeled Web images to improve object classification: a domain adaptation approach NeurIPS 2010 Impossibility Theorems for Domain Adaptation AISTATS 2010 Inductive Regularized Learning of Kernel Functions NeurIPS 2010 Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization JMLR 2010 Learning Bounds for Importance Weighting NeurIPS 2010 Nonparametric prior for adaptive sparsity AISTATS 2010 Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets NeurIPS 2010