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Statistical Learning

4,117 papers

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Papers

UniHIST: A Unified Framework for Image Restoration With Marginal Histogram Constraints CVPR 2015
Statistical Inference Models for Image Datasets With Systematic Variations CVPR 2015
Fast 2D Border Ownership Assignment CVPR 2015
What Makes an Object Memorable? ICCV 2015
The Likelihood-Ratio Test and Efficient Robust Estimation ICCV 2015
Information Geometry and Minimum Description Length Networks ICML 2015
Spectral MLE: Top-K Rank Aggregation from Pairwise Comparisons ICML 2015
A Unified Framework for Outlier-Robust PCA-like Algorithms ICML 2015
Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning ICML 2015
Learning Parametric-Output HMMs with Two Aliased States ICML 2015
Vector-Space Markov Random Fields via Exponential Families ICML 2015
The Ladder: A Reliable Leaderboard for Machine Learning Competitions ICML 2015
Dealing with small data: On the generalization of context trees ICML 2015
A Bayesian nonparametric procedure for comparing algorithms ICML 2015
Generative Moment Matching Networks ICML 2015
Robust Estimation of Transition Matrices in High Dimensional Heavy-tailed Vector Autoregressive Processes ICML 2015
High Confidence Policy Improvement ICML 2015
Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima JMLR 2015
Strong Consistency of the Prototype Based Clustering in Probabilistic Space JMLR 2015
Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm JMLR 2015
A Statistical Perspective on Algorithmic Leveraging JMLR 2015
Fast Cross-Validation via Sequential Testing JMLR 2015
A Finite Sample Analysis of the Naive Bayes Classifier JMLR 2015
Flexible High-Dimensional Classification Machines and Their Asymptotic Properties JMLR 2015
V-Matrix Method of Solving Statistical Inference Problems JMLR 2015