Small Data Machine Learning Approaches in Molecular and Materials Science

InfoMetrics Chemical ReviewsVol 124/Issue 24Article CiteCitationCitation and abstractCitation and referencesMore citation options ShareShare onFacebookX (Twitter)WeChatLinkedInRedditEmailJump toExpandCollapse HighlightDecember 25, 2024Small Data Machine Learning Approaches in Molecular and Materials ScienceClick to copy article linkArticle link copied!Siddarth K. AcharSiddarth K. AcharComputational Modeling & Simulation Program, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United StatesDepartment of Chemical & Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United StatesMore by Siddarth K. AcharJohn A. Keith*John A. KeithDepartment of Chemical & Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States*E-mail: [email protected]More by John A. Keithhttps://orcid.org/0000-0002-6583-6322Other Access OptionsChemical ReviewsCite this: Chem. Rev. 2024, 124, 24, 13571–13573Click to copy citationCitation copied!https://pubs.acs.org/doi/10.1021/acs.chemrev.4c00957https://doi.org/10.1021/acs.chemrev.4c00957Published December 25, 2024 Publication History Received 10 December 2024Published online 25 December 2024Published in issue 25 December 2024in-briefCopyright © Published 2024 by American Chemical SocietyRequest reuse permissionsACS PublicationsCopyright © Published 2024 by American Chemical Society Subjectswhat are subjectsArticle subjects are automatically applied from the ACS Subject Taxonomy and describe the scientific concepts and themes of the article.First-principles calculationsMaterialsMaterials scienceMolecular modelingQuality management Note: In lieu of an abstract, this is the article's first page. Read this article To access this article, please review the available access options below. Get instant access Purchase Access Read this article for 48 hours. Check out below using your ACS ID or as a guest. Purchase Access Restore my guest access Recommended Access through Your Institution You may have access to this article through your institution. Your institution does not have access to this content. Add or change your institution or let them know you'd like them to include access. Access Through Recommend Publication Institution Name Loading Institutional Login Options... Access Through Your Institution Add or Change Institution Explore subscriptions for institutions Recommended Log in to Access You may have access to this article with your ACS ID if you have previously purchased it or have ACS member benefits. Log in below. Login with ACS ID Purchase access Purchase this article for 48 hours $48.00 Add to cart Purchase this article for 48 hours Checkout Cited By Click to copy section linkSection link copied!This article has not yet been cited by other publications.Download PDF Get e-AlertsGet e-AlertsChemical ReviewsCite this: Chem. Rev. 2024, 124, 24, 13571–13573Click to copy citationCitation copied!https://doi.org/10.1021/acs.chemrev.4c00957Published December 25, 2024 Publication History Received 10 December 2024Published online 25 December 2024Published in issue 25 December 2024Copyright © Published 2024 by American Chemical SocietyRequest reuse permissionsArticle Views-Altmetric-Citations-Learn about these metrics closeArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated.Recommended Articles