conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Statistical Learning

4,076 papers

Papers per year

Papers

Layer-Wise Learning Strategy for Nonparametric Tensor Product Smoothing Spline Regression and Graphical Models JMLR 2019
Approximate Profile Maximum Likelihood JMLR 2019
Characterizing the Sample Complexity of Pure Private Learners JMLR 2019
On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019
High-dimensional Varying Index Coefficient Models via Stein's Identity JMLR 2019
DBSCAN: Optimal Rates For Density-Based Cluster Estimation JMLR 2019
Shared Subspace Models for Multi-Group Covariance Estimation JMLR 2019
A Calibration Metric for Risk Scores with Survival Data MLHC 2019
The Medical Deconfounder: Assessing Treatment Effects with Electronic Health Records MLHC 2019
A large-scale study of the effects of word frequency and predictability in naturalistic reading NAACL 2019
Show Some Love to Your n-grams: A Bit of Progress and Stronger n-gram Language Modeling Baselines NAACL 2019
Expectation and Locality Effects in the Prediction of Disfluent Fillers and Repairs in English Speech NAACL 2019
Measuring and Modeling Language Change NAACL 2019
Modeling Word Emotion in Historical Language: Quantity Beats Supposed Stability in Seed Word Selection NAACL 2019
Joint Nonparametric Precision Matrix Estimation with Confounding UAI 2019
Active Multi-Information Source Bayesian Quadrature UAI 2019
Markov Logic Networks for Knowledge Base Completion: A Theoretical Analysis Under the MCAR Assumption UAI 2019
How Many Samples are Needed to Estimate a Convolutional Neural Network? NIPS 2018
Generalization Bounds for Uniformly Stable Algorithms NIPS 2018
Binary Rating Estimation with Graph Side Information NIPS 2018
On Binary Classification in Extreme Regions NIPS 2018
Multi-Class Learning: From Theory to Algorithm NIPS 2018
CatBoost: unbiased boosting with categorical features NIPS 2018
Parameters as interacting particles: long time convergence and asymptotic error scaling of neural networks NIPS 2018
Uplift Modeling from Separate Labels NIPS 2018