Symbols and Notation . . 1 Some Terminology . . 5 Part I Descriptive Techniques 1 Comparison of Batches . . 15 Part II Multivariate Random Variables 2 A Short Excursion into Matrix Algebra . . 33 3 Moving to Higher Dimensions . . 39 4 Multivariate Distributions . . 55 6 Theory of Estimation . . 99 7 Hypothesis Testing . . 111 Part III Multivariate Techniques 8 Decomposition of Data Matrices by Factors . . 147 9 Principal Component Analysis . . 163 10 Factor Analysis . . 185 11 Cluster Analysis . . 205 12 Discriminant Analysis . . 227 13 Correspondence Analysis . . 241 14 Canonical Correlation Analysis . . 263 15 Multidimensional Scaling . . 271 16 Conjoint Measurement Analysis . . 283 17 Applications in Finance . . 291 18 Hierhlv Interactive, Computationally Intensive Techniques . . 301 A Data Sets . . 325 References . . 361 Index . . 363