Matrix-based introduction to multivariate data analysis. (2016)

• Record Type: Book
• Further Information: Note: Kohei Adachi.
• Authors: Adachi, Kohei
• Contents: Part 1. Elementary Statistics with Matrices -- 1 Introduction to Matrix Operations -- 2 Intra-variable Statistics -- 3 Inter-variable Statistics -- Part 2. Least Squares Procedures -- 4 Regression Analysis -- 5 Principal Component Analysis (Part 1) -- 6 Principal Component Analysis 2 (Part 2) -- 7 Cluster Analysis -- Part 3. Maximum Likelihood Procedures -- 8 Maximum Likelihood and Normal Distributions -- 9 Path Analysis -- 10 Confirmatory Factor Analysis -- 11 Structural Equation Modeling -- 12 Exploratory Factor Analysis -- Part 4. Miscellaneous Procedures -- 13 Rotation Techniques -- 14 Canonical Correlation and Multiple Correspondence Analyses -- 15 Discriminant Analysis -- 16 Multidimensional Scaling -- Appendices -- A1 Geometric Understanding of Matrices and Vectors -- A2 Decomposition of Sums of Squares -- A3 Singular Value Decomposition (SVD) -- A4 Matrix Computation Using SVD -- A5 Supplements for Probability Densities and Likelihoods -- A6 Iterative Algorithms -- References -- Index.
• Publisher Details: Singapore : Springer
• Publication Date: 2016
• Extent: 1 online resource (xi, 301 pages), illustrations (some color)
• Subjects: 519.5/35; Statistics; Multivariate analysis; Matrices; Matrices; Multivariate analysis; Mathematics -- Probability & Statistics -- General; Social Science -- Statistics; Computers -- Mathematical & Statistical Software; Business & Economics -- Statistics; Probability & statistics; Social research & statistics; Mathematical & statistical software; Maths for computer scientists; Mathematical statistics; Computer science; Electronic books
• Languages: English
• ISBNs: 9789811023415; 9811023417; 9811023409; 9789811023408
• Related ISBNs: 9789811023408
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed October 20, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.