Statistical Learning

An adaptive nearest neighbor rule for classification NeurIPS 2019 Analyzing Linguistic Complexity and Accuracy in Academic Language Development of German across Elementary and Secondary School ACL 2019 An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory JMLR 2019 An asymptotic analysis of distributed nonparametric methods JMLR 2019 A Necessary and Sufficient Stability Notion for Adaptive Generalization NeurIPS 2019 An Efficient Two Step Algorithm for High Dimensional Change Point Regression Models Without Grid Search JMLR 2019 A Neurobiological Evaluation Metric for Neural Network Model Search CVPR 2019 A New Perspective on Pool-Based Active Classification and False-Discovery Control NeurIPS 2019 An Exponential Efron-Stein Inequality for L_q Stable Learning Rules ALT 2019 An Exponential Tail Bound for the Deleted Estimate AAAI 2019 A Polynomial Time Algorithm for Log-Concave Maximum Likelihood via Locally Exponential Families NeurIPS 2019 A Powerful Global Test Statistic for Functional Statistical Inference AAAI 2019 Approximate Profile Maximum Likelihood JMLR 2019 A Refined Margin Distribution Analysis for Forest Representation Learning NeurIPS 2019 Are sample means in multi-armed bandits positively or negatively biased? NeurIPS 2019 A Statistical Approach to Assessing Neural Network Robustness ICLR 2019 A Stein–Papangelou Goodness-of-Fit Test for Point Processes AISTATS 2019 A Swiss Army Infinitesimal Jackknife AISTATS 2019 Asymptotic Guarantees for Learning Generative Models with the Sliced-Wasserstein Distance NeurIPS 2019 A tight excess risk bound via a unified PAC-Bayesian–Rademacher–Shtarkov–MDL complexity ALT 2019 Automatic identification of writers’ intentions: Comparing different methods for predicting relationship goals in online dating profile texts EMNLP 2019 Bayesian Counterfactual Risk Minimization ICML 2019 Bayesian leave-one-out cross-validation for large data ICML 2019 Beating SGD Saturation with Tail-Averaging and Minibatching NeurIPS 2019 Benchmarking Benchmarks: Introducing New Automatic Indicators for Benchmarking Spoken Language Understanding Corpora Interspeech 2019