MARS Applications in Geotechnical Engineering Systems: Multi-Dimension with Big Data

Zhang, Wengang

This book presents the application of a comparatively simple nonparametric regression algorithm, known as the multivariate adaptive regression splines (MARS) surrogate model, which can be used to approximate the relationship between the inputs and outputs, and express that relationship mathematically. The book first describes the MARS algorithm, then highlights a number of geotechnical applications with multivariate big data sets to explore the approach’s generalization capabilities and accuracy. As such, it offers a valuable resource for all geotechnical researchers, engineers, and general readers interested in big data analysis. 

Details

Published by: Springer

Publication Date: 2019-05-14

Format: Hardcover

ISBN-13: 9789811374210

DOI: 10.1007/978-981-13-7422-7

Dimensions: 235cm x155cm

Pages: 240