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Statistical Learning

4076 directly classified papers

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Papers

On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022
Online Nonnegative CP-dictionary Learning for Markovian Data JMLR 2022
Statistical Rates of Convergence for Functional Partially Linear Support Vector Machines for Classification JMLR 2022
Fairness-Aware PAC Learning from Corrupted Data JMLR 2022
Improved Classification Rates for Localized SVMs JMLR 2022
Unbiased estimators for random design regression JMLR 2022
Scalable and Efficient Hypothesis Testing with Random Forests JMLR 2022
Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022
Estimating Density Models with Truncation Boundaries using Score Matching JMLR 2022
Uniform deconvolution for Poisson Point Processes JMLR 2022
Distributed Bootstrap for Simultaneous Inference Under High Dimensionality JMLR 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022
Gaussian Process Boosting JMLR 2022
A Wasserstein Distance Approach for Concentration of Empirical Risk Estimates JMLR 2022
Double Spike Dirichlet Priors for Structured Weighting JMLR 2022
Adaptive Greedy Algorithm for Moderately Large Dimensions in Kernel Conditional Density Estimation JMLR 2022
Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score JMLR 2022
Functional Linear Regression with Mixed Predictors JMLR 2022
Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables JMLR 2022
More Powerful Conditional Selective Inference for Generalized Lasso by Parametric Programming JMLR 2022
On Low-rank Trace Regression under General Sampling Distribution JMLR 2022
Convergence Rates for Gaussian Mixtures of Experts JMLR 2022
Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022
The EM Algorithm is Adaptively-Optimal for Unbalanced Symmetric Gaussian Mixtures JMLR 2022
Transfer Learning in Information Criteria-based Feature Selection JMLR 2022