Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms

5 March 2018

Papers citing "Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms"

18 / 18 papers shown

Title
Stability Regularized Cross-Validation Ryan Cory-Wright A. Gómez 26 0 0 11 May 2025
A Graphical Global Optimization Framework for Parameter Estimation of Statistical Models with Nonconvex Regularization Functions Danial Davarnia Mohammadreza Kiaghadi 22 0 0 06 May 2025
End-to-end Feature Selection Approach for Learning Skinny Trees Shibal Ibrahim Kayhan Behdin Rahul Mazumder 30 0 0 28 Oct 2023
Constrained Optimization of Rank-One Functions with Indicator Variables Soroosh Shafieezadeh-Abadeh Fatma Kılınç Karzan 21 4 0 31 Mar 2023
Fast as CHITA: Neural Network Pruning with Combinatorial Optimization Riade Benbaki Wenyu Chen X. Meng Hussein Hazimeh Natalia Ponomareva Zhe Zhao Rahul Mazumder 21 26 0 28 Feb 2023
ForestPrune: Compact Depth-Controlled Tree Ensembles Brian Liu Rahul Mazumder 15 5 0 31 May 2022
Holistic Generalized Linear Models Benjamin Schwendinger Florian Schwendinger Laura Vana AI4CE 17 2 0 30 May 2022
Feature subset selection for kernel SVM classification via mixed-integer optimization Ryuta Tamura Yuichi Takano Ryuhei Miyashiro 24 2 0 28 May 2022
COMBSS: Best Subset Selection via Continuous Optimization S. Moka Benoit Liquet Hou-Ying Zhu Samuel Muller 28 6 0 05 May 2022
SRMD: Sparse Random Mode Decomposition Nicholas Richardson Hayden Schaeffer Giang Tran 27 11 0 12 Apr 2022
HARFE: Hard-Ridge Random Feature Expansion Esha Saha Hayden Schaeffer Giang Tran 38 14 0 06 Feb 2022
abess: A Fast Best Subset Selection Library in Python and R Jin Zhu Xueqin Wang Liyuan Hu Junhao Huang Kangkang Jiang Yanhang Zhang Shiyun Lin Junxian Zhu 21 22 0 19 Oct 2021
Predicting Census Survey Response Rates With Parsimonious Additive Models and Structured Interactions Shibal Ibrahim P. Radchenko E. Ben-David Rahul Mazumder 27 2 0 24 Aug 2021
Employing an Adjusted Stability Measure for Multi-Criteria Model Fitting on Data Sets with Similar Features Andrea Bommert Jörg Rahnenführer Michel Lang 22 0 0 15 Jun 2021
Grouped Variable Selection with Discrete Optimization: Computational and Statistical Perspectives Hussein Hazimeh Rahul Mazumder P. Radchenko 32 27 0 14 Apr 2021
Sparse Regression at Scale: Branch-and-Bound rooted in First-Order Optimization Hussein Hazimeh Rahul Mazumder A. Saab 86 87 0 13 Apr 2020
Randomized Gradient Boosting Machine Haihao Lu Rahul Mazumder AI4CE 20 33 0 24 Oct 2018
Hierarchical Modeling and Shrinkage for User Session Length Prediction in Media Streaming Antoine Dedieu Rahul Mazumder Zhen Zhu H. Vahabi 17 2 0 04 Mar 2018