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Statistical Learning

4,076 papers

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Papers

Statistical Query Lower Bounds for Tensor PCA JMLR 2021
Variance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference JMLR 2021
Consistent Semi-Supervised Graph Regularization for High Dimensional Data JMLR 2021
Adaptive estimation of nonparametric functionals JMLR 2021
Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021
Online stochastic gradient descent on non-convex losses from high-dimensional inference JMLR 2021
Towards a Unified Analysis of Random Fourier Features JMLR 2021
Non-parametric Quantile Regression via the K-NN Fused Lasso JMLR 2021
An Importance Weighted Feature Selection Stability Measure JMLR 2021
Integrative High Dimensional Multiple Testing with Heterogeneity under Data Sharing Constraints JMLR 2021
Optimal Bounds between f-Divergences and Integral Probability Metrics JMLR 2021
Finite-sample Analysis of Interpolating Linear Classifiers in the Overparameterized Regime JMLR 2021
Learning Whenever Learning is Possible: Universal Learning under General Stochastic Processes JMLR 2021
Locally Differentially-Private Randomized Response for Discrete Distribution Learning JMLR 2021
Nonparametric Modeling of Higher-Order Interactions via Hypergraphons JMLR 2021
Universal consistency and rates of convergence of multiclass prototype algorithms in metric spaces JMLR 2021
Kernel Smoothing, Mean Shift, and Their Learning Theory with Directional Data JMLR 2021
What Causes the Test Error? Going Beyond Bias-Variance via ANOVA JMLR 2021
Information criteria for non-normalized models JMLR 2021
PeerReview4All: Fair and Accurate Reviewer Assignment in Peer Review JMLR 2021
Improving Reproducibility in Machine Learning Research(A Report from the NeurIPS 2019 Reproducibility Program) JMLR 2021
Asymptotic Normality, Concentration, and Coverage of Generalized Posteriors JMLR 2021
Unlinked Monotone Regression JMLR 2021
Prediction Under Latent Factor Regression: Adaptive PCR, Interpolating Predictors and Beyond JMLR 2021
On the Estimation of Network Complexity: Dimension of Graphons JMLR 2021