model selection

454 papers

Explore in graph

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

Covariate Shift Adaptation by Importance Weighted Cross Validation JMLR 2007

A New Probabilistic Approach in Rank Regression with Optimal Bayesian Partitioning JMLR 2007

Collapsed Variational Inference for HDP NIPS 2007

Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation NIPS 2007

Bayesian Model Scoring in Markov Random Fields NIPS 2006

Analysis of Empirical Bayesian Methods for Neuroelectromagnetic Source Localization NIPS 2006

Stochastic Complexities of Gaussian Mixtures in Variational Bayesian Approximation JMLR 2006

An Efficient Method for Gradient-Based Adaptation of Hyperparameters in SVM Models NIPS 2006

On Model Selection Consistency of Lasso JMLR 2006

Sparse Boosting JMLR 2006

Lower Bounds and Aggregation in Density Estimation JMLR 2006

PG-means: learning the number of clusters in data NIPS 2006

Denoising and Dimension Reduction in Feature Space NIPS 2006

Large Scale Multiple Kernel Learning JMLR 2006

Learning with Decision Lists of Data-Dependent Features JMLR 2005

Asymptotic Model Selection for Naive Bayesian Networks JMLR 2005

Computable Shell Decomposition Bounds JMLR 2004

Learning the Kernel Matrix with Semidefinite Programming JMLR 2004

Online Choice of Active Learning Algorithms JMLR 2004

A Compression Approach to Support Vector Model Selection JMLR 2004

The Entire Regularization Path for the Support Vector Machine JMLR 2004

Extensions to Metric-Based Model Selection JMLR 2003

MLPs (Mono-Layer Polynomials and Multi-Layer Perceptrons) for Nonlinear Modeling JMLR 2003

Overfitting in Making Comparisons Between Variable Selection Methods JMLR 2003

Learning Equivalence Classes of Bayesian-Network Structures JMLR 2002