Constrained Bayesian optimization for automatic chemical design using variational autoencoders
Author:
Affiliation:
1. Cavendish Laboratory
2. Department of Physics
3. University of Cambridge
4. UK
5. Department of Engineering
6. Alan Turing Institute
7. London
Abstract
Automatic Chemical Design is a framework for generating novel molecules with optimized properties.
Publisher
Royal Society of Chemistry (RSC)
Subject
General Chemistry
Link
http://pubs.rsc.org/en/content/articlepdf/2020/SC/C9SC04026A
Reference111 articles.
1. S. Ryu , J.Lim , S. H.Hong and W. Y.Kim , Deeply learning molecular structure-property relationships using attention-and gate-augmented graph convolutional network , arXiv preprint arXiv:1805.10988, 2018
2. Deep learning improves prediction of drug–drug and drug–food interactions
3. Machine Learning for Organic Cage Property Prediction
4. Predicting adverse drug reactions through interpretable deep learning framework
5. Convolutional Embedding of Attributed Molecular Graphs for Physical Property Prediction
Cited by 185 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Bayesian-optimization-assisted efficient operation for direct ammonia solid oxide fuel cells;Journal of Power Sources;2024-11
2. De novo drug design through gradient-based regularized search in information-theoretically controlled latent space;Journal of Computer-Aided Molecular Design;2024-08-27
3. Bayesian Optimization of Low-Temperature Nonthermal Plasma Jet Sintering of Nanoinks;ACS Applied Materials & Interfaces;2024-08-20
4. Constrained Bayesian optimization with a cardiovascular application;Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences;2024-08
5. Multi-objective latent space optimization of generative molecular design models;Patterns;2024-08
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3