Related Books

Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators
Language: en
Pages: 265
Authors: Gianluigi Rozza
Categories:
Type: BOOK - Published: - Publisher: Springer Nature

DOWNLOAD EBOOK

Machine Learning in Modeling and Simulation
Language: en
Pages: 456
Authors: Timon Rabczuk
Categories: Technology & Engineering
Type: BOOK - Published: 2023-11-04 - Publisher: Springer Nature

DOWNLOAD EBOOK

Machine learning (ML) approaches have been extensively and successfully employed in various areas, like in economics, medical predictions, face recognition, cre
Engineering Design via Surrogate Modelling
Language: en
Pages: 228
Authors: Alexander Forrester
Categories: Technology & Engineering
Type: BOOK - Published: 2008-09-15 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or simulations. They provide a global model of some m
Surrogates
Language: en
Pages: 560
Authors: Robert B. Gramacy
Categories: Mathematics
Type: BOOK - Published: 2020-03-10 - Publisher: CRC Press

DOWNLOAD EBOOK

Computer simulation experiments are essential to modern scientific discovery, whether that be in physics, chemistry, biology, epidemiology, ecology, engineering
Gaussian Processes for Machine Learning
Language: en
Pages: 266
Authors: Carl Edward Rasmussen
Categories: Computers
Type: BOOK - Published: 2005-11-23 - Publisher: MIT Press

DOWNLOAD EBOOK

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machi