Mechanistic Data Science for STEM Education and Applications

Mechanistic Data Science for STEM Education and Applications

Liu, Wing Kam; Fleming, Mark; Gan, Zhengtao

Springer Nature Switzerland AG

12/2021

276

Dura

Inglês

9783030878313

15 a 20 dias

659

Descrição não disponível.
1-Introduction to Mechanistic Data Science.- 2-Multimodal Data Generation and Collection.- 3-Optimization and Regression.- 4-Extraction of Mechanistic Features.- 5-Knowledge-Driven Dimension Reduction and Reduced Order Surrogate Models.- 6-Deep Learning for Regression and Classification.- 7-System and Design
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Data science;machine learning;deep learning;mechanistic modeling;mathematical science and engineering