Safe Feature Elimination in Sparse Supervised Learning

17 September 2010

Papers citing "Safe Feature Elimination in Sparse Supervised Learning"

20 / 70 papers shown

Title
Mind the duality gap: safer rules for the Lasso Olivier Fercoq Alexandre Gramfort Joseph Salmon 44 138 0 13 May 2015
Quick sensitivity analysis for incremental data modification and its application to leave-one-out CV in linear classification problems Shota Okumura Yoshiki Suzuki Ichiro Takeuchi 21 16 0 11 Apr 2015
Regularization Path of Cross-Validation Error Lower Bounds Atsushi Shibagaki Yoshiki Suzuki Masayuki Karasuyama Ichiro Takeuchi 47 11 0 09 Feb 2015
The Statistics of Streaming Sparse Regression Jacob Steinhardt Stefan Wager Percy Liang 33 10 0 13 Dec 2014
Dynamic Screening: Accelerating First-Order Algorithms for the Lasso and Group-Lasso Antoine Bonnefoy Valentin Emiya L. Ralaivola Rémi Gribonval 38 86 0 12 Dec 2014
Robust sketching for multiple square-root LASSO problems Vu Pham L. Ghaoui Arturo Fernandez 26 17 0 30 Oct 2014
Screening Rules for Overlapping Group Lasso Seunghak Lee Eric P. Xing 29 16 0 25 Oct 2014
Two-Layer Feature Reduction for Sparse-Group Lasso via Decomposition of Convex Sets Jie Wang Jieping Ye 32 47 0 15 Oct 2014
Screening Tests for Lasso Problems Z. Xiang Yun Wang Peter J. Ramadge 40 108 0 19 May 2014
Concise comparative summaries (CCS) of large text corpora with a human experiment Jinzhu Jia Luke W. Miratrix Bin-Xia Yu Brian Gawalt L. Ghaoui Luke Barnesmoore Sophie Clavier 52 17 0 29 Apr 2014
Randomized Sketches of Convex Programs with Sharp Guarantees Mert Pilanci Martin J. Wainwright 43 175 0 29 Apr 2014
An Algorithmic Framework for Computing Validation Performance Bounds by Using Suboptimal Models Yoshiki Suzuki Kohei Ogawa Yuki Shinmura Ichiro Takeuchi 25 0 0 10 Feb 2014
Safe Sample Screening for Support Vector Machines Kohei Ogawa Yoshiki Suzuki S. Suzumura Ichiro Takeuchi 26 11 0 27 Jan 2014
Safe and Efficient Screening For Sparse Support Vector Machine Zheng Zhao Jun Liu 33 9 0 30 Oct 2013
Scaling SVM and Least Absolute Deviations via Exact Data Reduction Jie Wang Peter Wonka Jieping Ye 38 69 0 25 Oct 2013
Safe Screening With Variational Inequalities and Its Application to LASSO Jun Liu Zheng Zhao Jie Wang Jieping Ye 29 95 0 29 Jul 2013
Efficient Mixed-Norm Regularization: Algorithms and Safe Screening Methods Jie Wang Jun Liu Jieping Ye 36 9 0 16 Jul 2013
Lasso Screening Rules via Dual Polytope Projection Jie Wang Peter Wonka Jieping Ye 35 239 0 16 Nov 2012
Robust Parametric Classification and Variable Selection by a Minimum Distance Criterion Eric C. Chi D. W. Scott 42 29 0 28 Sep 2011
Strong rules for discarding predictors in lasso-type problems Robert Tibshirani Jacob Bien J. Friedman Trevor Hastie N. Simon Jonathan E. Taylor R. Tibshirani 62 635 0 09 Nov 2010