Classification

Target Neighbor Consistent Feature Weighting for Nearest Neighbor Classification NeurIPS 2011 The arules R-Package Ecosystem: Analyzing Interesting Patterns from Large Transaction Data Sets JMLR 2011 The Fast Convergence of Boosting NeurIPS 2011 The Local Rademacher Complexity of Lp-Norm Multiple Kernel Learning NeurIPS 2011 The Manifold Tangent Classifier NeurIPS 2011 The Rate of Convergence of Adaboost COLT 2011 Training SVMs Without Offset JMLR 2011 Two-Layer Multiple Kernel Learning AISTATS 2011 Unsupervised Supervised Learning II: Margin-Based Classification without Labels AISTATS 2011 Variable Sparsity Kernel Learning JMLR 2011 Variance Penalizing AdaBoost NeurIPS 2011 Accurate Ensembles for Data Streams: Combining Restricted Hoeffding Trees using Stacking ACML 2010 A Comparison of Optimization Methods and Software for Large-scale L1-regularized Linear Classification JMLR 2010 Active Estimation of F-Measures NeurIPS 2010 Active Learning Applied to Patient-Adaptive Heartbeat Classification NeurIPS 2010 Active Learning by Querying Informative and Representative Examples NeurIPS 2010 A Discriminative Latent Model of Image Region and Object Tag Correspondence NeurIPS 2010 A Fast Hybrid Algorithm for Large-Scale -Regularized Logistic Regression JMLR 2010 Agnostic Active Learning Without Constraints NeurIPS 2010 An Investigation of Missing Data Methods for Classification Trees Applied to Binary Response Data JMLR 2010 A Novel Kernel for Learning a Neuron Model from Spike Train Data NeurIPS 2010 A Potential-based Framework for Online Multi-class Learning with Partial Feedback AISTATS 2010 A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning JMLR 2010 A Reduction from Apprenticeship Learning to Classification NeurIPS 2010 A Streaming Parallel Decision Tree Algorithm JMLR 2010