Mathematics & Optimization

Label optimal regret bounds for online local learning COLT 2015 Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015 Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015 LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NeurIPS 2015 Latent Trees for Estimating Intensity of Facial Action Units CVPR 2015 Learnability of Solutions to Conjunctive Queries: The Full Dichotomy COLT 2015 Learning Causal Graphs with Small Interventions NeurIPS 2015 Learning Graph Structure for Multi-Label Image Classification via Clique Generation CVPR 2015 Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015 Learning Parametric-Output HMMs with Two Aliased States ICML 2015 Learning Semi-Supervised Representation Towards a Unified Optimization Framework for Semi-Supervised Learning ICCV 2015 Learning structured densities via infinite dimensional exponential families NeurIPS 2015 Learning Submodular Losses with the Lovasz Hinge ICML 2015 Learning the dependence structure of rare events: a non-asymptotic study COLT 2015 Learning Theory of Randomized Kaczmarz Algorithm JMLR 2015 Learning with a Wasserstein Loss NeurIPS 2015 Learning with Group Invariant Features: A Kernel Perspective. NeurIPS 2015 Less is More: Nyström Computational Regularization NeurIPS 2015 Leveraging Cone Double Description for Multi-contact Stability of Humanoids with Applications to Statics and Dynamics RSS 2015 Lifted Symmetry Detection and Breaking for MAP Inference NeurIPS 2015 Linear Dimensionality Reduction: Survey, Insights, and Generalizations JMLR 2015 Linear Multi-Resource Allocation with Semi-Bandit Feedback NeurIPS 2015 Line-Based Multi-Label Energy Optimization for Fisheye Image Rectification and Calibration CVPR 2015 LMI-Based 2D-3D Registration: From Uncalibrated Images to Euclidean Scene CVPR 2015 Local Identification of Overcomplete Dictionaries JMLR 2015