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Statistical Learning

4076 directly classified papers

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Learning Probability Measures with respect to Optimal Transport Metrics NIPS 2012
Transelliptical Component Analysis NIPS 2012
Globally Convergent Dual MAP LP Relaxation Solvers using Fenchel-Young Margins NIPS 2012
Density-Difference Estimation NIPS 2012
Locating Changes in Highly Dependent Data with Unknown Number of Change Points NIPS 2012
Semiparametric Principal Component Analysis NIPS 2012
Identifiability and Unmixing of Latent Parse Trees NIPS 2012
Online-to-Confidence-Set Conversions and Application to Sparse Stochastic Bandits AISTATS 2012
CorrLog: Correlated Logistic Models for Joint Prediction of Multiple Labels AISTATS 2012
Sample Complexity of Composite Likelihood AISTATS 2012
Wilks’ phenomenon and penalized likelihood-ratio test for nonparametric curve registration AISTATS 2012
Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space AISTATS 2012
Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012
Semiparametric Pseudo-Likelihood Estimation in Markov Random Fields AISTATS 2012
Marginal Regression For Multitask Learning AISTATS 2012
Bayesian Comparison of Machine Learning Algorithms on Single and Multiple Datasets AISTATS 2012
Nonparametric Estimation of Conditional Information and Divergences AISTATS 2012
Joint Estimation of Structured Sparsity and Output Structure in Multiple-Output Regression via Inverse-Covariance Regularization AISTATS 2012
Consistency and Rates for Clustering with DBSCAN AISTATS 2012
Conditional Validity of Inductive Conformal Predictors ACML 2012
Domain Adaptation: A Small Sample Statistical Approach AISTATS 2012
Finding Recurrent Patterns from Continuous Sign Language Sentences for Automated Extraction of Signs JMLR 2012
Consistency of Nearest Neighbor Classification under Selective Sampling COLT 2012
L1 Covering Numbers for Uniformly Bounded Convex Functions COLT 2012
Reconstruction from Anisotropic Random Measurements COLT 2012