Statistical Learning

Model Integration for HMM- and DNN-Based Speech Synthesis Using Product-of-Experts Framework Interspeech 2016 More Supervision, Less Computation: Statistical-Computational Tradeoffs in Weakly Supervised Learning NeurIPS 2016 Naturalness Judgement of L2 English Through Dubbing Practice Interspeech 2016 Neyman-Pearson Classification under High-Dimensional Settings JMLR 2016 No penalty no tears: Least squares in high-dimensional linear models ICML 2016 On Bayes Risk Lower Bounds JMLR 2016 One-class classification of point patterns of extremes JMLR 2016 On Graph Reconstruction via Empirical Risk Minimization: Fast Learning Rates and Scalability NeurIPS 2016 On the Consistency of the Likelihood Maximization Vertex Nomination Scheme: Bridging the Gap Between Maximum Likelihood Estimation and Graph Matching JMLR 2016 On the properties of variational approximations of Gibbs posteriors JMLR 2016 On the Statistical Limits of Convex Relaxations ICML 2016 Open Problem: Property Elicitation and Elicitation Complexity COLT 2016 Optimal Estimation and Completion of Matrices with Biclustering Structures JMLR 2016 Optimal Statistical and Computational Rates for One Bit Matrix Completion AISTATS 2016 Optimizing Speech Recognition Evaluation Using Stratified Sampling Interspeech 2016 Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects AISTATS 2016 PAC learning of Probabilistic Automaton based on the Method of Moments ICML 2016 Parameter Estimation for Generalized Thurstone Choice Models ICML 2016 Power of Ordered Hypothesis Testing ICML 2016 Preterm Birth Prediction: Stable Selection of Interpretable Rules from High Dimensional Data MLHC 2016 Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests JMLR 2016 Quantized Random Projections and Non-Linear Estimation of Cosine Similarity NeurIPS 2016 Randomization and The Pernicious Effects of Limited Budgets on Auction Experiments AISTATS 2016 Reconstructing Parameters of Spreading Models from Partial Observations NeurIPS 2016 Regime Aware Learning PGM 2016