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8th International Conference on Partial Least Squares and Related Methods

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...

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Detalles Bibliográficos
Autores principales: Abdi, Hervé, Vinzi, Vincenzo, Russolillo, Giorgio, Saporta, Gilbert, Trinchera, Laura
Lenguaje:eng
Publicado: Springer 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-40643-5
http://cds.cern.ch/record/2229648
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author Abdi, Hervé
Vinzi, Vincenzo
Russolillo, Giorgio
Saporta, Gilbert
Trinchera, Laura
author_facet Abdi, Hervé
Vinzi, Vincenzo
Russolillo, Giorgio
Saporta, Gilbert
Trinchera, Laura
author_sort Abdi, Hervé
collection CERN
description 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 .
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spelling cern-22296482021-04-22T06:39:34Zdoi:10.1007/978-3-319-40643-5http://cds.cern.ch/record/2229648engAbdi, HervéVinzi, VincenzoRussolillo, GiorgioSaporta, GilbertTrinchera, Laura8th International Conference on Partial Least Squares and Related MethodsMathematical Physics and MathematicsThis 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 .Springeroai:cds.cern.ch:22296482016
spellingShingle Mathematical Physics and Mathematics
Abdi, Hervé
Vinzi, Vincenzo
Russolillo, Giorgio
Saporta, Gilbert
Trinchera, Laura
8th International Conference on Partial Least Squares and Related Methods
title 8th International Conference on Partial Least Squares and Related Methods
title_full 8th International Conference on Partial Least Squares and Related Methods
title_fullStr 8th International Conference on Partial Least Squares and Related Methods
title_full_unstemmed 8th International Conference on Partial Least Squares and Related Methods
title_short 8th International Conference on Partial Least Squares and Related Methods
title_sort 8th international conference on partial least squares and related methods
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-40643-5
http://cds.cern.ch/record/2229648
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