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model selection

454 papers

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Also known as

FMS

Co-occurring keywords

transfer learning (5442) bayesian inference (1904) hyperparameter optimization (405) large language model (12755) kernel methods (1096) regret bound (1918) online learning (1770) support vector machine (976) feature selection (649) benchmark evaluation (1539)

Papers

Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning NIPS 2014
Efficient Approximation of Cross-Validation for Kernel Methods using Bouligand Influence Function ICML 2014
Agnostic Bayesian Learning of Ensembles ICML 2014
Active Learning for Undirected Graphical Model Selection AISTATS 2014
Median Selection Subset Aggregation for Parallel Inference NIPS 2014
Online Learning with Predictable Sequences COLT 2013
Perspective Motion Segmentation via Collaborative Clustering ICCV 2013
Regularization-Free Principal Curve Estimation JMLR 2013
Deep Gaussian Processes AISTATS 2013
Minimal Basis Facility Location for Subspace Segmentation ICCV 2013
GURLS: A Least Squares Library for Supervised Learning JMLR 2013
A Widely Applicable Bayesian Information Criterion JMLR 2013
Cluster Analysis: Unsupervised Learning via Supervised Learning with a Non-convex Penalty JMLR 2013
Differentially Private Feature Selection via Stability Arguments, and the Robustness of the Lasso COLT 2013
General Oracle Inequalities for Gibbs Posterior with Application to Ranking COLT 2013
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition NIPS 2013
Factorized Asymptotic Bayesian Inference for Latent Feature Models NIPS 2013
On model selection consistency of penalized M-estimators: a geometric theory NIPS 2013
Weighted Likelihood Policy Search with Model Selection NIPS 2012
On Estimation and Selection for Topic Models AISTATS 2012
Consistent Model Selection Criteria on High Dimensions JMLR 2012
Factorized Asymptotic Bayesian Inference for Mixture Modeling AISTATS 2012
Random Utility Theory for Social Choice NIPS 2012
Dimensionality Dependent PAC-Bayes Margin Bound NIPS 2012
AIC and BIC based approaches for SVM parameter value estimation with RBF kernels ACML 2012