Research on support vector regression optimization method based on fruit fly algorithm

Yan Xia; Shun Yu; Xueyan Hao; Yuxiu Li; Shasha Chen; Qingze Shen

doi:10.1117/12.2675421

25 May 2023 Research on support vector regression optimization method based on fruit fly algorithm

Yan Xia, Shun Yu, Xueyan Hao, Yuxiu Li, Shasha Chen, Qingze Shen

Proceedings Volume 12636, Third International Conference on Machine Learning and Computer Application (ICMLCA 2022); 126364W (2023) https://doi.org/10.1117/12.2675421
Event: Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), 2022, Shenyang, China

Abstract

Selection of parameters directly affects the performance of the prediction model, support vector regression machine which is an important part of the prediction model. The method of searching near the optimal point of the parameters effectively ensures the accuracy of the optimal parameters. Intelligent optimization uses fruit fly algorithm. Compared with other intelligent algorithms, fruit fly algorithm has the advantages of simple structure, few parameters, easy adjustment, easy understanding and implementation. The simulation experiment is carried out using the data set. The experimental results show that the prediction model proposed in this paper effectively improves the prediction accuracy of the data compared with other prediction models.

Citation Download Citation

Yan Xia, Shun Yu, Xueyan Hao, Yuxiu Li, Shasha Chen, and Qingze Shen "Research on support vector regression optimization method based on fruit fly algorithm", Proc. SPIE 12636, Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), 126364W (25 May 2023); https://doi.org/10.1117/12.2675421

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available