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Statistical Learning

4076 directly classified papers

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Papers

Optimal Subsampling with Influence Functions NIPS 2018
Contrastive Learning from Pairwise Measurements NIPS 2018
Differentially Private Testing of Identity and Closeness of Discrete Distributions NIPS 2018
The Sample Complexity of Semi-Supervised Learning with Nonparametric Mixture Models NIPS 2018
Estimating Learnability in the Sublinear Data Regime NIPS 2018
A Probability Weighted Beamformer for Noise Robust ASR INTERSPEECH 2018
Error Modeling via Asymmetric Laplace Distribution for Deep Neural Network Based Single-Channel Speech Enhancement INTERSPEECH 2018
Data-dependent PAC-Bayes priors via differential privacy NIPS 2018
Model-Agnostic Private Learning NIPS 2018
Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds NIPS 2018
Generalized Concomitant Multi-Task Lasso for Sparse Multimodal Regression AISTATS 2018
CatBoost: unbiased boosting with categorical features NIPS 2018
Overfitting or perfect fitting? Risk bounds for classification and regression rules that interpolate NIPS 2018
Minimax Statistical Learning with Wasserstein distances NIPS 2018
Nonparametric Sharpe Ratio Function Estimation in Heteroscedastic Regression Models via Convex Optimization AISTATS 2018
Tight Bounds for Collaborative PAC Learning via Multiplicative Weights NIPS 2018
Sharp Bounds for Generalized Uniformity Testing NIPS 2018
On the Statistical Efficiency of Compositional Nonparametric Prediction AISTATS 2018
State-by-state Minimax Adaptive Estimation for Nonparametric Hidden {M}arkov Models JMLR 2018
Efficient Online Scalar Annotation with Bounded Support ACL 2018
Differentially Private Change-Point Detection NIPS 2018
Mallows Models for Top-k Lists NIPS 2018
Community Detection in Hypergraphs: Optimal Statistical Limit and Efficient Algorithms AISTATS 2018
Analyzing Reaction Time Sequences from Human Participants in Auditory Experiments INTERSPEECH 2018
Co-whitening of I-vectors for Short and Long Duration Speaker Verification INTERSPEECH 2018