Mechanistic Data Science for Stem Education and Applications by Liu, Wing Kam
Mechanistic Data Science for Stem Education and Applications by Liu, Wing Kam

Mechanistic Data Science for Stem Education and Applications

This book introduces Mechanistic Data Science (MDS) as a structured methodology for combining data science tools with...
$181.31 SGD
$181.31 SGD
SKU: 9783030878344
Product Type: Books
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Author: Wing Kam Liu
Format: Paperback
Language: English
Subtotal: $181.31
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Mechanistic Data Science for Stem Education and Applications by Liu, Wing Kam

Mechanistic Data Science for Stem Education and Applications

$181.31
Mechanistic Data Science for Stem Education and Applications by Liu, Wing Kam

Mechanistic Data Science for Stem Education and Applications

$181.31
Author: Wing Kam Liu
Format: Paperback
Language: English
Description

This book introduces Mechanistic Data Science (MDS) as a structured methodology for combining data science tools with mathematical scientific principles (i.e., "mechanistic" principles) to solve intractable problems. Traditional data science methodologies require copious quantities of data to show a reliable pattern, but the amount of required data can be greatly reduced by considering the mathematical science principles. MDS is presented here in six easy-to-follow modules: 1) Multimodal data generation and collection, 2) extraction of mechanistic features, 3) knowledge-driven dimension reduction, 4) reduced order surrogate models, 5) deep learning for regression and classification, and 6) system and design. These data science and mechanistic analysis steps are presented in an intuitive manner that emphasizes practical concepts for solving engineering problems as well as real-life problems. This book is written in a spectral style and is ideal as an entry level textbook for engineering and data science undergraduate and graduate students, practicing scientists and engineers, as well as STEM (Science, Technology, Engineering, Mathematics) high school students and teachers.



Author: Wing Kam Liu, Zhengtao Gan, Mark Fleming
Publisher: Springer
Published: 12/23/2022
Pages: 276
Binding Type: Paperback
Weight: 0.91lbs
Size: 9.21h x 6.14w x 0.62d
ISBN: 9783030878344
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