Statistics

Nonparametric Estimation in the Dynamic Bradley-Terry Model AISTATS 2020 Non-parametric Models for Non-negative Functions NeurIPS 2020 On a projective ensemble approach to two sample test for equality of distributions ICML 2020 On Learnability wih Computable Learners ALT 2020 Online Control of the False Coverage Rate and False Sign Rate ICML 2020 On Mahalanobis Distance in Functional Settings JMLR 2020 On the Theoretical Guarantees for Parameter Estimation of Gaussian Random Field Models: A Sparse Precision Matrix Approach JMLR 2020 On the Theoretical Properties of the Network Jackknife ICML 2020 Optimal Prediction of the Number of Unseen Species with Multiplicity NeurIPS 2020 Outlier Robust Mean Estimation with Subgaussian Rates via Stability NeurIPS 2020 Phase retrieval in high dimensions: Statistical and computational phase transitions NeurIPS 2020 Private Identity Testing for High-Dimensional Distributions NeurIPS 2020 Private Mean Estimation of Heavy-Tailed Distributions COLT 2020 Private Protocols for U-Statistics in the Local Model and Beyond AISTATS 2020 Profile Entropy: A Fundamental Measure for the Learnability and Compressibility of Distributions NeurIPS 2020 Prosody and Breathing: A Comparison Between Rhetorical and Information-Seeking Questions in German and Brazilian Portuguese Interspeech 2020 Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables IJCAI 2020 Rank Aggregation via Heterogeneous Thurstone Preference Models AAAI 2020 Rigorous Guarantees for Tyler’s M-Estimator via Quantum Expansion COLT 2020 Robust Correction of Sampling Bias using Cumulative Distribution Functions NeurIPS 2020 Robust Density Estimation under Besov IPM Losses NeurIPS 2020 Robust Gaussian Covariance Estimation in Nearly-Matrix Multiplication Time NeurIPS 2020 Robust Persistence Diagrams using Reproducing Kernels NeurIPS 2020 Sample Complexity of Kalman Filtering for Unknown Systems L4DC 2020 Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees ICML 2020