Automated adaptive inference of phenomenological dynamical models

Dynamics of complex systems is often driven by large and intricate networks of microscopic interactions, whose sheer size obfuscates understanding. With limited experimental data, many parameters of such dynamics are unknown, and thus detailed, mechanistic models risk overfitting and making faulty p...

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Bibliographic Details
Main Authors: Daniels, Bryan C., Nemenman, Ilya
Format: Online
Language:English
Published: Nature Pub. Group 2015
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4560822/