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Latent Variable Path Modeling with Partial Least Squares
Taschenbuch von Jan-Bernd Lohmöller
Sprache: Englisch

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Beschreibung
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.
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.
Inhaltsverzeichnis
1 Basic Principles of Model Building.- 2 The Basic and the Extended PLS Method.- 3 Foundations of Partial Least Squares.- 4 Mixed Measurement Level Multivariate Data.- 5 Predictive vs. Structural Modeling: PLS vs. ML.- 6 Latent Variables Three-Mode Path (LVP3) Analysis.- 7 PLS Programs and Applications.- Author Index.
Details
Erscheinungsjahr: 2013
Fachbereich: Volkswirtschaft
Genre: Recht, Sozialwissenschaften, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: 286 S.
1 s/w Illustr.
286 p. 1 illus.
ISBN-13: 9783642525148
ISBN-10: 3642525148
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Lohmöller, Jan-Bernd
Auflage: Softcover reprint of the original 1st edition 1989
Hersteller: Physica
Physica-Verlag HD
Verantwortliche Person für die EU: Physica Verlag in Springer Science + Business Media, Tiergartenstr. 15-17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 244 x 170 x 16 mm
Von/Mit: Jan-Bernd Lohmöller
Erscheinungsdatum: 20.11.2013
Gewicht: 0,502 kg
Artikel-ID: 105564274
Inhaltsverzeichnis
1 Basic Principles of Model Building.- 2 The Basic and the Extended PLS Method.- 3 Foundations of Partial Least Squares.- 4 Mixed Measurement Level Multivariate Data.- 5 Predictive vs. Structural Modeling: PLS vs. ML.- 6 Latent Variables Three-Mode Path (LVP3) Analysis.- 7 PLS Programs and Applications.- Author Index.
Details
Erscheinungsjahr: 2013
Fachbereich: Volkswirtschaft
Genre: Recht, Sozialwissenschaften, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: 286 S.
1 s/w Illustr.
286 p. 1 illus.
ISBN-13: 9783642525148
ISBN-10: 3642525148
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Lohmöller, Jan-Bernd
Auflage: Softcover reprint of the original 1st edition 1989
Hersteller: Physica
Physica-Verlag HD
Verantwortliche Person für die EU: Physica Verlag in Springer Science + Business Media, Tiergartenstr. 15-17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 244 x 170 x 16 mm
Von/Mit: Jan-Bernd Lohmöller
Erscheinungsdatum: 20.11.2013
Gewicht: 0,502 kg
Artikel-ID: 105564274
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