书目详细信息
： Matrix-based introduction to multivariate data analysis /
书目信息 机读格式(MARC)
| ISBN： | 9789811023408 |
|---|---|
| ISBN： | 9789811023415 |
| ISBN： | 9811023417 |
| 编目源： | GW5XE GW5XE AZU OOU |
| 个人名称： | Adachi, Kohei, |
| 题名： | Matrix-based introduction to multivariate data analysis / Kohei Adachi. |
| 索书号： | O212.4/A191E |
| 载体形态： | xi, 301 pages : illustrations (some color) ; 24 cm. |
| 书目附注： | Includes bibliographical references and index. |
| 格式化内容附注： | 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. |