Statistics

Generative Adversarial Nets for Robust Scatter Estimation: A Proper Scoring Rule Perspective JMLR 2020 Goodness-of-Fit Tests for Inhomogeneous Random Graphs ICML 2020 Harmonic Decompositions of Convolutional Networks ICML 2020 High-Dimensional Inference for Cluster-Based Graphical Models JMLR 2020 High-dimensional Linear Discriminant Analysis Classifier for Spiked Covariance Model JMLR 2020 High-dimensional quantile tensor regression JMLR 2020 Inference of Dynamic Graph Changes for Functional Connectome AISTATS 2020 Infinity Learning: Learning Markov Chains from Aggregate Steady-State Observations AAAI 2020 Instance Based Approximations to Profile Maximum Likelihood NeurIPS 2020 Kernelized Stein Discrepancy Tests of Goodness-of-fit for Time-to-Event Data ICML 2020 Kriging Prediction with Isotropic Matern Correlations: Robustness and Experimental Designs JMLR 2020 Learning discrete distributions: user vs item-level privacy NeurIPS 2020 Learning discrete distributions with infinite support NeurIPS 2020 Learning Entangled Single-Sample Gaussians in the Subset-of-Signals Model COLT 2020 Learning Rich Rankings NeurIPS 2020 Learning Structured Distributions From Untrusted Batches: Faster and Simpler NeurIPS 2020 Learning Sums of Independent Random Variables with Sparse Collective Support JMLR 2020 Mandarin Lexical Tones: A Corpus-Based Study of Word Length, Syllable Position and Prosodic Position on Duration Interspeech 2020 Measuring the Discrepancy between Conditional Distributions: Methods, Properties and Applications IJCAI 2020 Minimax Nonparametric Parallelism Test JMLR 2020 Model-Preserving Sensitivity Analysis for Families of Gaussian Distributions JMLR 2020 Multi-level Gaussian Graphical Models Conditional on Covariates AISTATS 2020 Multivariate Probability Calibration with Isotonic Bernstein Polynomials IJCAI 2020 Non-asymptotic Analysis for Nonparametric Testing COLT 2020 Non-Intrusive Diagnostic Monitoring of Fullband Speech Quality Interspeech 2020