Springer Proceedings in Mathematics & Statistics

New Perspectives in Partial Least Squares and Related Methods

Editors: Abdi, H., Chin, W.W., Esposito Vinzi, V., Russolillo, G., Trinchera, L. (Eds.)

  • Communications from recognized leaders in the fields, who were invited speakers at the meeting
  • Important applications in hot domains such as genomics, brain imaging, sensory analysis
  • Integrates recent theoretical and methodological advances​
  • Covers both PLS regression and PLS-path modeling
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About this book

New Perspectives in Partial Least Squares and Related Methods shares original, peer-reviewed research from presentations during the 2012 partial least squares methods meeting (PLS 2012). This was the 7th meeting in the series of PLS conferences and the first to take place in the USA. PLS is an abbreviation for Partial Least Squares and is also sometimes expanded as projection to latent structures. This is an approach for modeling relations between data matrices of different types of variables measured on the same set of objects. The twenty-two papers in this volume, which include three invited contributions from our keynote speakers, provide a comprehensive overview of the current state of the most advanced research related to PLS and related methods. Prominent scientists from around the world took part in PLS 2012 and their contributions covered the multiple dimensions of the partial least squares-based methods. These exciting theoretical developments ranged from partial least squares regression and correlation, component based path modeling to regularized regression and subspace visualization. In following the tradition of the six previous PLS meetings, these contributions also included a large variety of PLS approaches such as PLS metamodels, variable selection, sparse PLS regression, distance based PLS, significance vs. reliability, and non-linear PLS. Finally, these contributions applied PLS methods to data originating from the traditional econometric/economic data to genomics data, brain images, information systems, epidemiology, and chemical spectroscopy. Such a broad and comprehensive volume will also encourage new uses of PLS models in work by researchers and students in many fields. 

About the authors

The five editors of this volume present work from the 2012 partial least squares methods meeting (PLS 2012) in Houston, Texas.

Table of contents (22 chapters)

  • PLS-Based Multivariate Metamodeling of Dynamic Systems

    Martens, Harald (et al.)

    Pages 3-30

  • You Write, but Others Read: Common Methodological Misunderstandings in PLS and Related Methods

    Marcoulides, George A. (et al.)

    Pages 31-64

  • Correlated Component Regression: Re-thinking Regression in the Presence of Near Collinearity

    Magidson, Jay

    Pages 65-78

  • Integrating Partial Least Squares Correlation and Correspondence Analysis for Nominal Data

    Beaton, Derek (et al.)

    Pages 81-94

  • Clustered Variable Selection by Regularized Elimination in PLS

    Mehmood, Tahir (et al.)

    Pages 95-105

Buy this book

eBook $109.00
price for USA (gross)
  • ISBN 978-1-4614-8283-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $139.00
price for USA
  • ISBN 978-1-4614-8282-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $139.00
price for USA
  • ISBN 978-1-4939-4685-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

Bibliographic Information
Book Title
New Perspectives in Partial Least Squares and Related Methods
Editors
  • Herve Abdi
  • Wynne W. Chin
  • Vincenzo Esposito Vinzi
  • Giorgio Russolillo
  • Laura Trinchera
Series Title
Springer Proceedings in Mathematics & Statistics
Series Volume
56
Copyright
2013
Publisher
Springer-Verlag New York
Copyright Holder
Springer Science+Business Media New York
eBook ISBN
978-1-4614-8283-3
DOI
10.1007/978-1-4614-8283-3
Hardcover ISBN
978-1-4614-8282-6
Softcover ISBN
978-1-4939-4685-3
Series ISSN
2194-1009
Edition Number
1
Number of Pages
XXIII, 344
Number of Illustrations and Tables
47 b/w illustrations, 49 illustrations in colour
Topics