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- W4313400172 endingPage "128518" @default.
- W4313400172 startingPage "128518" @default.
- W4313400172 abstract "Recent advances in machine learning (ML) have revolutionized an extensive range of research and industry fields by successfully addressing intricate problems that cannot be resolved with conventional approaches. However, low interpretability and incompatibility make it challenging to apply ML to complicated bioprocesses, which rely on the delicate metabolic interplay among living cells. This overview attempts to delineate ML applications to bioprocess from different perspectives, and their inherent limitations (i.e., uncertainties in prediction) were then discussed with unique attempts to supplement the ML models. A clear classification can be made depending on the purpose of the ML (supervised vs unsupervised) per application, as well as on their system boundaries (engineered vs natural). Although a limited number of hybrid approaches with meaningful outcomes (e.g., improved accuracy) are available, there is still a need to further enhance the interpretability, compatibility, and user-friendliness of ML models." @default.
- W4313400172 created "2023-01-06" @default.
- W4313400172 creator A5028716491 @default.
- W4313400172 creator A5043605966 @default.
- W4313400172 creator A5047571326 @default.
- W4313400172 creator A5056469262 @default.
- W4313400172 creator A5060540152 @default.
- W4313400172 date "2023-02-01" @default.
- W4313400172 modified "2023-09-27" @default.
- W4313400172 title "Opportunities and challenges of machine learning in bioprocesses: Categorization from different perspectives and future direction" @default.
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