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The topology of molecular representations and its influence on machine learning performance

Abstract Advancements in cheminformatics have led to numerous methods for encoding molecules numerically. The choice of molecular representation impacts the accuracy and generalizability of learning algorithms applied to chemical datasets. Designing and selecting the appropriate representation often...

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Hlavní autoři: Florian Rottach, Sebastian Schieferdecker, Carsten Eickhoff
Médium: Artigo
Jazyk:Inglês
Vydáno: BMC 2025-07-01
Edice:Journal of Cheminformatics
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On-line přístup:https://doi.org/10.1186/s13321-025-01045-w
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