The multiple facets of partial least squares and related methods : PLS, Paris, France, 2014 /

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Bibliographic Details
Imprint:Switzerland : Springer, 2016.
Description:1 online resource
Language:English
Series:Springer proceedings in mathematics & statistics, 2194-1009 ; volume 173
Springer proceedings in mathematics & statistics ; v. 173.
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/11267783
Hidden Bibliographic Details
Other authors / contributors:Abdi, HerveĢ, editor.
Esposito Vinzi, Vincenzo, 1970- editor.
Russolillo, Giorgio, editor.
Saporta, G. (Gilbert), editor.
Trinchera, Laura, editor.
ISBN:9783319406435
3319406434
9783319406411
3319406418
Digital file characteristics:text file PDF
Notes:Includes indexes.
Print version record.
Summary:This volume presents state of the art theories, new developments, and important applications of Partial Least Square (PLS) methods. The text begins with the invited communications of current leaders in the field who cover the history of PLS, an overview of methodological issues, and recent advances in regression and multi-block approaches. The rest of the volume comprises selected, reviewed contributions from the 8th International Conference on Partial Least Squares and Related Methods held in Paris, France, on 26-28 May, 2014. They are organized in four coherent sections: 1) new developments in genomics and brain imaging, 2) new and alternative methods for multi-table and path analysis, 3) advances in partial least square regression (PLSR), and 4) partial least square path modeling (PLS-PM) breakthroughs and applications. PLS methods are very versatile methods that are now used in areas as diverse as engineering, life science, sociology, psychology, brain imaging, genomics, and business among both academics and practitioners. The selected chapters here highlight this diversity with applied examples as well as the most recent advances. Integrates theoretical and methodological advances from recognized leaders in the field, including the conference's invited speakers Important applications in domains such as genomics, brain imaging, sensory analysis, marketing, psychometrics and information systems Covers PLS regression, PLS path modeling and developments that go beyond PLS specific methods, extending to other component-based and multi-block or multi-way methods.
Other form:Print version: Multiple Facets of Partial Least Squares Methods. [Place of publication not identified] : Springer Verlag 2016 9783319406411
Standard no.:10.1007/978-3-319-40643-5