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    "Handbook of Partial Least Squares: Concepts, Methods and Applications" ed. by Vincenzo Esposito Vinzi, et al.

    Posted By: exLib
    "Handbook of Partial Least Squares: Concepts, Methods and Applications" ed. by Vincenzo Esposito Vinzi, et al.

    "Handbook of Partial Least Squares: Concepts, Methods and Applications" ed. by Vincenzo Esposito Vinzi, Wynne W. Chin, Jörg Henseler, Huiwen Wang
    Sрringеr Handbooks of Computational Statistics
    Sрringеr | 2010 | ISBN: 3540328254 9783540328254 9783540328278 | 813 pages | PDF | 6 MB

    This Handbook on Partial Least Squares (PLS) represents a comprehensive presentation of the current, original and most advanced research in the domain of PLS methods with specific reference to their use in Marketing-related areas and with a discussion of the forthcoming and most challenging directions of research and perspectives. The Handbook covers the broad area of PLS Methods from Regression to Structural Equation Modeling, from methods to applications, from software to interpretation of results.

    The handbook serves both as an introduction for those without prior knowledge of PLS and as a comprehensive reference for researchers and practitioners interested in the most recent advances in PLS methodology.


    Contents
    List of Contributors
    Editorial: Perspectives on Partial Least Squares
    Part I Methods
    PLS Path Modeling: Concepts, Model Estimation and Assessment
    1 Latent Variables and Indices: Herman Wold's Basic Design and Partial Least Squares
    2 PLS Path Modeling: From Foundations to Recent Developments and Open Issues for Model Assessment and Improvement
    3 Bootstrap Cross-Validation Indices for PLS Path Model Assessment
    PLS Path Modeling: Extensions
    4 A Bridge Between PLS Path Modeling and Multi-Block Data Analysis
    5 Use of ULS-SEM and PLS-SEM to Measure a Group Effect in a Regression Model Relating Two Blocks of Binary Variables
    6 A New Multiblock PLS Based Method to Estimate Causal Models: Application to the Post-Consumption Behavior in Tourism
    7 An Introduction to a Permutation Based Procedure for Multi-Group PLS Analysis: Results of Tests of Differences on Simulated Data and a Cross Cultural Analysis of the Sourcing of Information System Services Between Germany and the USA
    PLS Path Modeling with Classification Issues
    8 Finite Mixture Partial Least Squares Analysis: Methodology and Numerical Examples
    9 Prediction Oriented Classification in PLS Path Modeling
    10 Conjoint Use of Variables Clustering and PLS Structural Equations Modeling
    PLS Path Modeling for Customer Satisfaction Studies
    11 Design of PLS-Based Satisfaction Studies
    12 A Case Study of a Customer Satisfaction Problem: Bootstrap and Imputation Techniques
    13 Comparison of Likelihood and PLS Estimators for Structural Equation Modeling: A Simulation with Customer Satisfaction Data
    14 Modeling Customer Satisfaction: A Comparative Performance Evaluation of Covariance Structure Analysis Versus Partial Least Squares
    PLS Regression
    15 PLS in Data Minina and Data Integration
    16 Three-Block Data Modeling by Endo- and Exo-LPLS Regression
    17 Regression Modelling Analysis on Compositional Data
    Part II Applications to Marketing and Related Areas
    18 PLS and Success Factor Studies in Marketing
    19 Applying Maximum Likelihood and PLS on Different Sample Sizes: Studies on SERVQUAL Model and Employee Behavior Model
    20 A PLS Model to Study Brand Preference: An Application to the Mobile Phone Market
    21 An Application of PLS in Multi-Group Analysis: The Need for Differentiated Corporate-Level Marketing in the Mobile Communications Industry
    22 Modeling the Impact of Corporate Reputation on Customer Satisfaction and Loyalty Using Partial Least Squares
    23 Reframing Customer Value in a Service-Based Paradigm: An Evaluation of a Formative Measure in a Multi-industry, Cross-cultural Context
    24 Analyzing Factorial Data Using PLS: Application in an Online Complaining Context
    25 Application of PLS in Marketing: Content Strategies on the Internet
    26 Use of Partial Least Squares (PLS) in TQM Research: TQM Practices and Business Performance in SMEs
    27 Using PLS to Investigate Interaction Effects Between Higher Order Branding Constructs
    Part III Tutorials
    28 How to Write Up and Report PLS Analyses
    29 Evaluation of Structural Equation Models Using the Partial Least Squares (PLS) Approach
    30 Testing Moderating Effects in PLS Path Models: An Illustration of Available Procedures
    31 A Comparison of Current PLS Path Modeling Software: Features, Ease-of-Use, and Performance
    32 Introduction to SIMCA-P and Its Application
    33 Interpretation of the Preferences of Automotive Customers Applied to Air Conditioning Supports by Combining GPA and PLS Regression
    with TOC BookMarkLinks