Towards Solving Large-scale Expensive Optimization Problems Efficiently Using Coordinate Descent Algorithm

2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC) ◽

10.1109/smc42975.2020.9283224 ◽

2020 ◽

Author(s):

Shahryar Rahnamayan ◽

Seyed Jalaleddin Mousavirad

Keyword(s):

Large Scale ◽

Optimization Problems ◽

Coordinate Descent ◽

Descent Algorithm ◽

Coordinate Descent Algorithm ◽

Expensive Optimization Problems ◽

Expensive Optimization

Download Full-text

An efficient parallel block coordinate descent algorithm for large-scale precision matrix estimation using graphics processing units

Computational Statistics ◽

10.1007/s00180-021-01127-x ◽

2021 ◽

Author(s):

Young-Geun Choi ◽

Seunghwan Lee ◽

Donghyeon Yu

Keyword(s):

Graphics Processing Units ◽

Large Scale ◽

Coordinate Descent ◽

Block Coordinate Descent ◽

Precision Matrix ◽

Descent Algorithm ◽

Matrix Estimation ◽

Coordinate Descent Algorithm ◽

Graphics Processing

Download Full-text

A fitness approximation assisted competitive swarm optimizer for large scale expensive optimization problems

Memetic Computing ◽

10.1007/s12293-016-0199-9 ◽

2016 ◽

Vol 10 (2) ◽

pp. 123-134 ◽

Author(s):

Chaoli Sun ◽

Jinliang Ding ◽

Jianchao Zeng ◽

Yaochu Jin

Keyword(s):

Large Scale ◽

Optimization Problems ◽

Expensive Optimization Problems ◽

Expensive Optimization ◽

Fitness Approximation

Download Full-text

Efficient parallel coordinate descent algorithm for convex optimization problems with separable constraints: Application to distributed MPC

Journal of Process Control ◽

10.1016/j.jprocont.2012.12.012 ◽

2013 ◽

Vol 23 (3) ◽

pp. 243-253 ◽

Author(s):

Ion Necoara ◽

Dragos Clipici

Keyword(s):

Convex Optimization ◽

Optimization Problems ◽

Coordinate Descent ◽

Descent Algorithm ◽

Convex Optimization Problems ◽

Coordinate Descent Algorithm

Download Full-text

A random coordinate descent algorithm for optimization problems with composite objective function and linear coupled constraints

Computational Optimization and Applications ◽

10.1007/s10589-013-9598-8 ◽

2013 ◽

Vol 57 (2) ◽

pp. 307-337 ◽

Author(s):

Ion Necoara ◽

Andrei Patrascu

Keyword(s):

Objective Function ◽

Optimization Problems ◽

Coordinate Descent ◽

Descent Algorithm ◽

Coordinate Descent Algorithm ◽

Coupled Constraints

Download Full-text

A random coordinate descent algorithm for large-scale sparse nonconvex optimization

2013 European Control Conference (ECC) ◽

10.23919/ecc.2013.6669531 ◽

2013 ◽

Author(s):

Andrei Patrascu ◽

Ion Necoara

Keyword(s):

Nonconvex Optimization ◽

Large Scale ◽

Coordinate Descent ◽

Descent Algorithm ◽

Coordinate Descent Algorithm

Download Full-text

Solving computationally expensive optimization problems using hybrid methods in parallel computing environments

10.2514/6.2000-4864 ◽

2000 ◽

Author(s):

John Eddy ◽

Kurt Hacker ◽

Kemper Lewis

Keyword(s):

Parallel Computing ◽

Optimization Problems ◽

Hybrid Methods ◽

Expensive Optimization Problems ◽

Computing Environments ◽

Computationally Expensive ◽

Expensive Optimization

Download Full-text

SAFE: Scale-Adaptive Fitness Evaluation Method for Expensive Optimization Problems

IEEE Transactions on Evolutionary Computation ◽

10.1109/tevc.2021.3051608 ◽

2021 ◽

pp. 1-1

Author(s):

Sheng-Hao Wu ◽

Zhi-Hui Zhan ◽

Jun Zhang

Keyword(s):

Evaluation Method ◽

Optimization Problems ◽

Fitness Evaluation ◽

Expensive Optimization Problems ◽

Expensive Optimization

Download Full-text

Population-based coordinate descent algorithm with majority voting

Proceedings of the Genetic and Evolutionary Computation Conference Companion ◽

10.1145/3449726.3463186 ◽

2021 ◽

Author(s):

Davood Zaman Farsa ◽

Azam Asilian Bidgoli ◽

Ehsan Rokhsat-Yazdi ◽

Shahryar Rahnamayan

Keyword(s):

Population Based ◽

Coordinate Descent ◽

Majority Voting ◽

Descent Algorithm ◽

Coordinate Descent Algorithm

Download Full-text

A Fast Active Set Block Coordinate Descent Algorithm for $\ell_1$-Regularized Least Squares

SIAM Journal on Optimization ◽

10.1137/141000737 ◽

2016 ◽

Vol 26 (1) ◽

pp. 781-809 ◽

Author(s):

Marianna De Santis ◽

Stefano Lucidi ◽

Francesco Rinaldi

Keyword(s):

Least Squares ◽

Coordinate Descent ◽

Block Coordinate Descent ◽

Descent Algorithm ◽

Regularized Least Squares ◽

Coordinate Descent Algorithm

Download Full-text

An Iterative Coordinate Descent Algorithm for High-Dimensional Nonconvex Penalized Quantile Regression

Journal of Computational and Graphical Statistics ◽

10.1080/10618600.2014.913516 ◽

2015 ◽

Vol 24 (3) ◽

pp. 676-694 ◽

Author(s):

Bo Peng ◽

Lan Wang

Keyword(s):

Quantile Regression ◽

Coordinate Descent ◽

High Dimensional ◽

Descent Algorithm ◽

Coordinate Descent Algorithm

Download Full-text