Audacity of huge: overcoming challenges of data scarcity and data quality for machine learning in computational materials discovery
Author:
Funder
Office of Naval Research
U.S. Department of Energy
Defense Advanced Research Projects Agency
National Science Foundation
Publisher
Elsevier BV
Subject
General Energy
Reference84 articles.
1. Autonomous molecular design: then and now;Dimitrov;ACS Appl Mater Interfaces,2019
2. Big-data science in porous materials: materials genomics and machine learning;Jablonka;Chem Rev,2020
3. Computational discovery of transition-metal complexes: from high-throughput screening to machine learning;Nandy;Chem Rev,2021
4. Commentary: the materials project: a materials genome approach to accelerating materials innovation;Jain;APL Mater,2013
5. The Cambridge structural database;Groom;Acta Crystallogr Sect B Struct Sci Cryst Eng Mater,2016
Cited by 29 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. From Data to Discovery: Recent Trends of Machine Learning in Metal–Organic Frameworks;JACS Au;2024-09-12
2. Trust Not Verify? The Critical Need for Data Curation Standards in Materials Informatics;Chemistry of Materials;2024-08-16
3. Optimization of 4D/3D printing via machine learning: A systematic review;Hybrid Advances;2024-08
4. Bridging Machine Learning and Thermodynamics for Accurate pKa Prediction;JACS Au;2024-07-17
5. Molecular Adversarial Generative Graph Network Model for Large-scale Molecular Networks;2024 35th Irish Signals and Systems Conference (ISSC);2024-06-13
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