statistical consistency

A General Framework for Consistency of Principal Component Analysis JMLR 2016 Anchor-Free Correlated Topic Modeling: Identifiability and Algorithm NeurIPS 2016 Graphons, mergeons, and so on! NeurIPS 2016 Learning Theory for Distribution Regression JMLR 2016 Active Learning from Weak and Strong Labelers NeurIPS 2015 Consistency of structured output learning with missing labels ACML 2015 Dimensionality estimation without distances AISTATS 2015 Consistency of Causal Inference under the Additive Noise Model ICML 2014 Consistent Binary Classification with Generalized Performance Metrics NeurIPS 2014 Latent Variable Copula Inference for Bundle Pricing from Retail Transaction Data ICML 2014 Learning on graphs using Orthonormal Representation is Statistically Consistent NeurIPS 2014 Maximum Mean Discrepancy for Class Ratio Estimation: Convergence Bounds and Kernel Selection ICML 2014 On the Consistency of Output Code Based Learning Algorithms for Multiclass Learning Problems COLT 2014 On the Statistical Consistency of Plug-in Classifiers for Non-decomposable Performance Measures NeurIPS 2014 A simple example of Dirichlet process mixture inconsistency for the number of components NeurIPS 2013 A Unified Robust Regression Model for Lasso-like Algorithms ICML 2013 Boosting with the Logistic Loss is Consistent COLT 2013 Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems JMLR 2013 On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance ICML 2013 Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization ICML 2013 A Polynomial-time Form of Robust Regression NeurIPS 2012 Locating Changes in Highly Dependent Data with Unknown Number of Change Points NeurIPS 2012 Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space NeurIPS 2012 Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss NeurIPS 2011 Kernel Partial Least Squares is Universally Consistent AISTATS 2010