Statistics

On Binary Classification in Extreme Regions NeurIPS 2018 Online Bootstrap Confidence Intervals for the Stochastic Gradient Descent Estimator JMLR 2018 On Nesting Monte Carlo Estimators ICML 2018 On Semiparametric Exponential Family Graphical Models JMLR 2018 Optimal Single Sample Tests for Structured versus Unstructured Network Data COLT 2018 Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models JMLR 2018 Practical Methods for Graph Two-Sample Testing NeurIPS 2018 Probabilistic Joint Face-Skull Modelling for Facial Reconstruction CVPR 2018 Probability–Revealing Samples AISTATS 2018 QuantTree: Histograms for Change Detection in Multivariate Data Streams ICML 2018 Rates of Convergence of Spectral Methods for Graphon Estimation ICML 2018 Robust Hypothesis Testing Using Wasserstein Uncertainty Sets NeurIPS 2018 Robust Topological Inference: Distance To a Measure and Kernel Distance JMLR 2018 SAFFRON: an Adaptive Algorithm for Online Control of the False Discovery Rate ICML 2018 Significance-based community detection in weighted networks JMLR 2018 Simultaneous Clustering and Estimation of Heterogeneous Graphical Models JMLR 2018 Singing Voice Phoneme Segmentation by Hierarchically Inferring Syllable and Phoneme Onset Positions Interspeech 2018 Sparse Estimation in Ising Model via Penalized Monte Carlo Methods JMLR 2018 Statistical Analysis and Parameter Selection for Mapper JMLR 2018 Statistical Inference on Random Dot Product Graphs: a Survey JMLR 2018 Statistically Efficient Estimation for Non-Smooth Probability Densities AISTATS 2018 Taylor’s law for Human Linguistic Sequences ACL 2018 Testing for Families of Distributions via the Fourier Transform NeurIPS 2018 The DFS Fused Lasso: Linear-Time Denoising over General Graphs JMLR 2018 The Nearest Neighbor Information Estimator is Adaptively Near Minimax Rate-Optimal NeurIPS 2018