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statistical consistency

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surrogate loss (94) binary classification (674) reproducing kernel hilbert space (334) statistical learning (350) density estimation (397) loss function (462) learning theory (518) model selection (454) convex optimization (1320) structured prediction (394)

Papers

Dimensionality estimation without distances AISTATS 2015
Consistency of structured output learning with missing labels ACML 2015
Active Learning from Weak and Strong Labelers NIPS 2015
Consistent Binary Classification with Generalized Performance Metrics NIPS 2014
Maximum Mean Discrepancy for Class Ratio Estimation: Convergence Bounds and Kernel Selection ICML 2014
Consistency of Causal Inference under the Additive Noise Model ICML 2014
Learning on graphs using Orthonormal Representation is Statistically Consistent NIPS 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 NIPS 2014
Latent Variable Copula Inference for Bundle Pricing from Retail Transaction Data ICML 2014
A simple example of Dirichlet process mixture inconsistency for the number of components NIPS 2013
Boosting with the Logistic Loss is Consistent COLT 2013
Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems JMLR 2013
Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization ICML 2013
On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance ICML 2013
A Unified Robust Regression Model for Lasso-like Algorithms ICML 2013
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space NIPS 2012
Locating Changes in Highly Dependent Data with Unknown Number of Change Points NIPS 2012
Kernel Partial Least Squares is Universally Consistent AISTATS 2010
Statistical Consistency of Top-k Ranking NIPS 2009
Nearest Neighbor Clustering: A Baseline Method for Consistent Clustering with Arbitrary Objective Functions JMLR 2009
Consistent Minimization of Clustering Objective Functions NIPS 2007
Catching Up Faster in Bayesian Model Selection and Model Averaging NIPS 2007
Statistical Consistency of Kernel Canonical Correlation Analysis JMLR 2007
On the Consistency of Multiclass Classification Methods JMLR 2007