CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12724 > Article
Paper
28 August 2023 Breast cancer drug candidate screening based on ensemble learning algorithm
Zhuang Wang, Yu Cao, Chengyin Ye
Author Affiliations +
Proceedings Volume 12724, Second International Conference on Biomedical and Intelligent Systems (IC-BIS 2023); 127240O (2023) https://doi.org/10.1117/12.2687387
Event: Second International Conference on Biomedical and Intelligent Systems (IC-BIS2023), 2023, Xiamen, China
Abstract
For the current machine learning prediction model, there are problems such as low prediction accuracy of the pharmacokinetic properties of breast cancer candidate drugs, too many parameters of the neural network prediction model, and long training time. In this paper, we propose a lightweight multi-layer perceptual ensemble learning model based on imbalanced datasets to classify the pharmacokinetic properties of drug candidates. Experiments have proved that the proposed model is about 7% more accurate than the traditional machine learning model and 3% more accurate than the current advanced mainstream neural network model under the same public data set.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Zhuang Wang, Yu Cao, and Chengyin Ye "Breast cancer drug candidate screening based on ensemble learning algorithm", Proc. SPIE 12724, Second International Conference on Biomedical and Intelligent Systems (IC-BIS 2023), 127240O (28 August 2023); https://doi.org/10.1117/12.2687387
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
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
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 4 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Machine learning
Breast cancer
Neural networks
Biological samples
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top