The Partial Least Squares-Fix Point Method of estimating interdependent systems with latent variables PDF Download
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Languages : en
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Author: Jan-Bernd Lohmöller
Publisher: Springer Science & Business Media
ISBN: 3642525121
Category : Business & Economics
Languages : en
Pages : 284
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Book Description
Partial Least Squares (PLS) is an estimation method and an algorithm for latent variable path (LVP) models. PLS is a component technique and estimates the latent variables as weighted aggregates. The implications of this choice are considered and compared to covariance structure techniques like LISREL, COSAN and EQS. The properties of special cases of PLS (regression, factor scores, structural equations, principal components, canonical correlation, hierarchical components, correspondence analysis, three-mode path and component analysis) are examined step by step and contribute to the understanding of the general PLS technique. The proof of the convergence of the PLS algorithm is extended beyond two-block models. Some 10 computer programs and 100 applications of PLS are referenced. The book gives the statistical underpinning for the computer programs PLS 1.8, which is in use in some 100 university computer centers, and for PLS/PC. It is intended to be the background reference for the users of PLS 1.8, not as textbook or program manual.
Author: Gregory R. Hancock
Publisher: IAP
ISBN: 1623962463
Category : Education
Languages : en
Pages : 702
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Book Description
Sponsored by the American Educational Research Association's Special Interest Group for Educational Statisticians This volume is the second edition of Hancock and Mueller’s highly-successful 2006 volume, with all of the original chapters updated as well as four new chapters. The second edition, like the first, is intended to serve as a didactically-oriented resource for graduate students and research professionals, covering a broad range of advanced topics often not discussed in introductory courses on structural equation modeling (SEM). Such topics are important in furthering the understanding of foundations and assumptions underlying SEM as well as in exploring SEM, as a potential tool to address new types of research questions that might not have arisen during a first course. Chapters focus on the clear explanation and application of topics, rather than on analytical derivations, and contain materials from popular SEM software.
Author: Richard Bagozzi
Publisher: John Wiley & Sons
ISBN: 1557865493
Category : Business & Economics
Languages : en
Pages : 434
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Book Description
Advanced Marketing Research is a companion volume to Richard Bagozzi's Principles of Marketing Research. It is intended for students on advanced marketing research courses at the graduate and postgraduate levels and on executive programs. Each chapter begins with a historical development of the topical area before moving on to advanced issues and coverage of latest developments. To aid students learning, questions and exercises are included throughout.
Author: Esposito Vinzi Vincenco
Publisher: Springer
ISBN: 9783662500439
Category :
Languages : en
Pages : 814
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Book Description
This handbook provides a comprehensive overview of Partial Least Squares (PLS) methods with specific reference to their use in marketing and with a discussion of the directions of current research and perspectives.
Author: George A. Marcoulides
Publisher: Psychology Press
ISBN: 113568412X
Category : Business & Economics
Languages : en
Pages : 479
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Book Description
This volume introduces the latest popular methods for conducting business research. The goal of each chapter author--a leading authority in a particular subject area--is to provide an understanding of each method with a minimum of mathematical derivations. The chapters are organized within three general interrelated topics--Measurement, Decision Analysis, and Modeling. The chapters on measurement discuss generalizability theory, latent trait and latent class models, and multi-faceted Rasch modeling. The chapters on decision analysis feature applied location theory models, data envelopment analysis, and heuristic search procedures. The chapters on modeling examine exploratory and confirmatory factor analysis, dynamic factor analysis, partial least squares and structural equation modeling, multilevel data analysis, modeling of longitudinal data by latent growth curve methods and structures, and configural models of longitudinal categorical data.
Author: Herve Abdi
Publisher: Springer Science & Business Media
ISBN: 1461482836
Category : Mathematics
Languages : en
Pages : 351
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Book Description
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.
Author: Wong, Yuk Kuen
Publisher: IGI Global
ISBN: 1599040158
Category : Computers
Languages : en
Pages : 324
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Book Description
"This book provides an understanding of the critical factors affecting software review performance and to provide practical guidelines for software reviews"--Provided by publisher.
Author:
Publisher:
ISBN:
Category : Marketing research
Languages : en
Pages : 686
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Author: Taeke Klaas Dijkstra
Publisher:
ISBN:
Category : Analysis of variance
Languages : en
Pages : 200
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Book Description
