Statistical Learning

An Adaptive Test of Independence with Analytic Kernel Embeddings ICML 2017 An Information Theoretic Analysis of the Temporal Synchrony Between Head Gestures and Prosodic Patterns in Spontaneous Speech Interspeech 2017 Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere AISTATS 2017 A PAC-Bayesian Analysis of Randomized Learning with Application to Stochastic Gradient Descent NeurIPS 2017 Approximating Discrete Probability Distribution of Image Emotions by Multi-Modal Features Fusion IJCAI 2017 A Sample Complexity Measure with Applications to Learning Optimal Auctions NeurIPS 2017 Asymptotic Analysis of Objectives Based on Fisher Information in Active Learning JMLR 2017 Attributing Hacks AISTATS 2017 A Unified Computational and Statistical Framework for Nonconvex Low-rank Matrix Estimation AISTATS 2017 A Unified Maximum Likelihood Approach for Estimating Symmetric Properties of Discrete Distributions ICML 2017 A Unified Variance Reduction-Based Framework for Nonconvex Low-Rank Matrix Recovery ICML 2017 A Universal Analysis of Large-Scale Regularized Least Squares Solutions NeurIPS 2017 Being Robust (in High Dimensions) Can Be Practical ICML 2017 Certified Defenses for Data Poisoning Attacks NeurIPS 2017 Collect at Once, Use Effectively: Making Non-interactive Locally Private Learning Possible ICML 2017 Communication-efficient Sparse Regression JMLR 2017 Comparing Character-level Neural Language Models Using a Lexical Decision Task EACL 2017 Computational Limits of A Distributed Algorithm for Smoothing Spline JMLR 2017 Confidence Sets with Expected Sizes for Multiclass Classification JMLR 2017 Conic Scan-and-Cover algorithms for nonparametric topic modeling NeurIPS 2017 Consistency Analysis for Binary Classification Revisited ICML 2017 Consistency, Breakdown Robustness, and Algorithms for Robust Improper Maximum Likelihood Clustering JMLR 2017 Consistent and Efficient Nonparametric Different-Feature Selection AISTATS 2017 Consistent Robust Regression NeurIPS 2017 Context Regularity Indexed by Auditory N1 and P2 Event-Related Potentials Interspeech 2017