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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Veröffentlicht in:Langmuir : the ACS journal of surfaces and colloids. - 1985. - 41(2025), 32 vom: 19. Aug., Seite 21232-21242
1. Verfasser: Batra, Rohan (VerfasserIn)
Weitere Verfasser: Joshi, Yogesh M, Shanbhag, Sachin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:Langmuir : the ACS journal of surfaces and colloids
Schlagworte:Journal Article