@inproceedings{5e5e970deaf94bbea43d2374ae2ef2e5,
title = "CWDE: A Novel LSHADE Variant with Cauchy Distribution-based Weight Selection",
abstract = "Differential evolution (DE) is a long-standing methodology for resolving intricate optimization concerns. LSHADE is an effective variation of DE. It has been successful in numerous applications and is highly regarded in the field. Our paper introduces a novel variant of LSHADE, namely CWDE, which replaces the conventional greedy selection in DE with a weight selection method grounded on Cauchy distribution (CW). To evaluate CWDE's performance, we test it on the 2017 IEEE Congress on Evolutionary Computation (CEC) benchmark functions. The experimental results confirm that CWDE outperforms LSHADE and other advanced competitors.",
keywords = "Cauchy Distribution, Differential Evolution, Optimization, Selection method",
author = "Kaiyu Wang and Sicheng Liu and Lingyu Qi and Jiaru Yang and Shangce Gao",
note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023 ; Conference date: 08-12-2023 Through 10-12-2023",
year = "2023",
doi = "10.1109/ITAIC58329.2023.10408996",
language = "英語",
series = "IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "1296--1300",
editor = "Bing Xu and Kefen Mou",
booktitle = "IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference",
}