On Gradient Descent and Co-ordinate Descent methods and its variants.

AIUB Journal of Science and Engineering

View Publication Info
 
 
Field Value
 
Title On Gradient Descent and Co-ordinate Descent methods and its variants.
 
Creator Bari, Sajjadul
Arefin, Md. Rajib
Jahan, Sohana
 
Description This research is focused on Unconstrained Optimization problems. Among a number of methods that can be used to solve Unconstrained Optimization problems we have worked on Gradient and Coordinate Descent methods. Step size plays an important role for optimization. Here we have performed numerical experiment with Gradient and Coordinate Descent method for several step size choices. Comparison between different variants of Gradient and Coordinate Descent methods and their efficiency are demonstrated by implementing in loss functions minimization problem.
 
Publisher American International University-Bangladesh
 
Date 2020-12-31
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
 
Format application/pdf
 
Identifier http://ajse.aiub.edu/index.php/ajse/article/view/103
 
Source AIUB Journal of Science and Engineering (AJSE); Vol 19 No 3 (2020): AJSE Volume:19 Issue:3 (2020); 107 - 115
2520-4890
1608-3679
 
Language eng
 
Relation http://ajse.aiub.edu/index.php/ajse/article/view/103/74
 
Rights Copyright (c) 2021 AIUB Journal of Science and Engineering (AJSE)
https://creativecommons.org/licenses/by-nc-nd/4.0
 

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