Litcius/Paper detail

Polymer sequence design <i>via</i> molecular simulation-based active learning

Praneeth S Ramesh, Tarak K. Patra

2022Soft Matter23 citationsDOI

Abstract

We present a thorough analysis of active learning strategies for polymer sequence engineering and design.

Topics & Concepts

Computer scienceSequence (biology)Active learning (machine learning)HyperparameterScale (ratio)Convergence (economics)Machine learningChemical spaceSequence spaceSpace (punctuation)Artificial intelligenceSurrogate modelMathematicsChemistryPhysicsOperating systemPure mathematicsDrug discoveryQuantum mechanicsBiochemistryBanach spaceEconomic growthEconomicsMachine Learning in Materials ScienceComputational Drug Discovery MethodsProtein Structure and Dynamics