Bootstrap and Cross-Validation to Assess Complexity of Data-Driven Regression Models
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
Resampling methods for variable selection in robust regression
Computational Statistics & Data Analysis
Predictive Approaches for Choosing Hyperparameters in Gaussian Processes
Neural Computation
Subset selection in multiple linear regression: a new mathematical programming approach
Computers and Industrial Engineering
Computational Statistics & Data Analysis
The Journal of Machine Learning Research
Regressor and structure selection in NARX models using a structured ANOVA approach
Automatica (Journal of IFAC)
A nonlinear multi-dimensional variable selection method for high dimensional data: Sparse MAVE
Computational Statistics & Data Analysis
Automatic model selection for partially linear models
Journal of Multivariate Analysis
Bayesian sigmoid shrinkage with improper variance priors and an application to wavelet denoising
Computational Statistics & Data Analysis
Subset selection in multiple linear regression: a new mathematical programming approach
Computers and Industrial Engineering
Variable selection via combined penalization for high-dimensional data analysis
Computational Statistics & Data Analysis
Sparse CCA using a Lasso with positivity constraints
Computational Statistics & Data Analysis
Bayesian projection approaches to variable selection in generalized linear models
Computational Statistics & Data Analysis
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming
The Journal of Machine Learning Research
Environmental Modelling & Software
Distributed sparse linear regression
IEEE Transactions on Signal Processing
ASMTA'10 Proceedings of the 17th international conference on Analytical and stochastic modeling techniques and applications
An algorithm for iterative selection of blocks of features
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Journal of Multivariate Analysis
A sparse nearest mean classifier for high dimensional multi-class problems
Pattern Recognition Letters
Practical variable selection for generalized additive models
Computational Statistics & Data Analysis
Comparison of penalty functions for sparse canonical correlation analysis
Computational Statistics & Data Analysis
Competing against the best nearest neighbor filter in regression
ALT'11 Proceedings of the 22nd international conference on Algorithmic learning theory
On efficient calculations for Bayesian variable selection
Computational Statistics & Data Analysis
Minimax-optimal rates for sparse additive models over kernel classes via convex programming
The Journal of Machine Learning Research
Logistic regression with the nonnegative garrote
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
A simple bayesian algorithm for feature ranking in high dimensional regression problems
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Peptide Reranking with Protein-Peptide Correspondence and Precursor Peak Intensity Information
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Coordinate ascent for penalized semiparametric regression on high-dimensional panel count data
Computational Statistics & Data Analysis
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Journal of Multivariate Analysis
Parametric component detection and variable selection in varying-coefficient partially linear models
Journal of Multivariate Analysis
Annotating web images using NOVA: NOn-conVex group spArsity
Proceedings of the 20th ACM international conference on Multimedia
Robust variable selection through MAVE
Computational Statistics & Data Analysis
Sparse dimension reduction for survival data
Computational Statistics
Fast Bayesian model assessment for nonparametric additive regression
Computational Statistics & Data Analysis
White box radial basis function classifiers with component selection for clinical prediction models
Artificial Intelligence in Medicine
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