Classification

Nonnegative Sparse PCA with Provable Guarantees ICML 2014 Object Localization based on Structural SVM using Privileged Information NeurIPS 2014 Object Partitioning using Local Convexity CVPR 2014 On a Theory of Nonparametric Pairwise Similarity for Clustering: Connecting Clustering to Classification NeurIPS 2014 On Multilabel Classification and Ranking with Bandit Feedback JMLR 2014 On p-norm Path Following in Multiple Kernel Learning for Non-linear Feature Selection ICML 2014 On Robustness and Regularization of Structural Support Vector Machines ICML 2014 On the Bayes-Optimality of F-Measure Maximizers JMLR 2014 On the Consistency of Output Code Based Learning Algorithms for Multiclass Learning Problems COLT 2014 On the Statistical Consistency of Plug-in Classifiers for Non-decomposable Performance Measures NeurIPS 2014 Open Problem: A (Missing) Boosting-type Convergence Result for AdaBoost.MH with Factorized Multi-class Classifiers COLT 2014 Open Problem: Online Local Learning COLT 2014 Open Problem: The Statistical Query Complexity of Learning Sparse Halfspaces COLT 2014 Optimal learners for multiclass problems COLT 2014 Optimal Teaching for Limited-Capacity Human Learners NeurIPS 2014 Optimizing F-Measures by Cost-Sensitive Classification NeurIPS 2014 Optimizing Over Radial Kernels on Compact Manifolds CVPR 2014 Outlier Path: A Homotopy Algorithm for Robust SVM ICML 2014 PAC-Bayesian AUC classification and scoring NeurIPS 2014 Parallel Feature Selection Inspired by Group Testing NeurIPS 2014 Parsing Videos of Actions with Segmental Grammars CVPR 2014 Partition-wise Linear Models NeurIPS 2014 Persistence-based Structural Recognition CVPR 2014 Predicting Matchability CVPR 2014 Predicting Useful Neighborhoods for Lazy Local Learning NeurIPS 2014