ET-AL: Entropy-targeted active learning for bias mitigation in materials data
Author:
Affiliation:
1. Department of Materials Science and Engineering, Northwestern University 2 , Evanston, Illinois 60208, USA
2. Department of Mechanical Engineering, Northwestern University 1 , Evanston, Illinois 60208, USA
Abstract
Funder
Advanced Research Projects Agency - Energy
Center for Hierarchical Materials Design
Publisher
AIP Publishing
Subject
General Physics and Astronomy
Link
https://aip.scitation.org/doi/am-pdf/10.1063/5.0138913
Reference67 articles.
1. Data centric design: A new approach to design of microstructural material systems;Engineering,2022
2. Data-driven materials science: Status, challenges, and perspectives;Adv. Sci.,2019
3. Progress and prospects for accelerating materials science with automated and autonomous workflows;Chem. Sci.,2019
4. Perspective: Materials informatics and big data: Realization of the ‘fourth paradigm’ of science in materials science;APL Mater.,2016
5. Analyzing machine learning models to accelerate generation of fundamental materials insights;npj Comput. Mater.,2019
Cited by 12 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. Designing unique and high-performance Al alloys via machine learning: Mitigating data bias through active learning;Computational Materials Science;2024-09
2. Analysis of hysteresis loops and dielectric performance in the ovalene-like system: Monte Carlo study;International Journal of Modern Physics B;2024-08-27
3. Roadmap on data-centric materials science;Modelling and Simulation in Materials Science and Engineering;2024-07-03
4. Investigating the Dielectric Behavior of Zethrene-Inspired Nanoscale System: Monte Carlo Approach;SPIN;2024-06-07
5. Oxide ceramics of A2M3O12 family with negative and close-to-zero thermal expansion coefficients: Machine learning-based modeling of functional characteristics;Journal of Alloys and Compounds;2024-06
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