Navigating Small Datasets with Machine Learning : Gaussian Process Modeling for Colloidal Gelation

Small datasets, which are common in many traditional science and engineering disciplines, present a challenge for powerful machine learning methods that are better suited for large datasets. Through the example of spontaneous colloidal sol-gel transition, we present a data-driven framework based on...

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Publié dans:Langmuir : the ACS journal of surfaces and colloids. - 1985. - 41(2025), 32 vom: 19. Aug., Seite 21232-21242
Auteur principal: Batra, Rohan (Auteur)
Autres auteurs: Joshi, Yogesh M, Shanbhag, Sachin
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:Langmuir : the ACS journal of surfaces and colloids
Sujets:Journal Article