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MARS applications in geotechnical engineering systems : multi-dimension with big data

Author: Wen'gang Zhang
Publisher: Singapore : Springer, [2020] ©2020
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
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  Read more...
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Details

Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Wen'gang Zhang
ISBN: 9789811374227 9811374228
OCLC Number: 1099675109
Description: 1 online resource.
Contents: Introduction --
MARS methodology --
Simple MARS modeling examples --
MARS use in prediction of collapse potential for compacted soils --
MARS use in prediction of diaphragm wall deflections in soft clays --
MARS use in HP-pile drivability assessment --
MARS use in assessment of soil liquefaction --
MARS use in evaluating entry-type excavation stability --
Summary and conclusions.
Responsibility: Wengang Zhang.

Abstract:

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  Read more...

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