Introduction To Multivariate Analysis Linear And Nonlinear Modeling Konishi by Konishi, Sadanori 9781466567290, 9781482256215, 9781482256222, 1466567295, 1482256215, 1482256223 instant download after payment.

""The presentation is always clear and several examples and figures facilitate an easy understanding of all the techniques. The book can be used as a textbook in advanced undergraduate courses in multivariate analysis, and can represent a valuable reference manual for biologists and engineers working with multivariate datasets.""--Fabio Rapallo, Zentralblatt MATH 1296.;Front Cover; Contents; List of Figures; List of Tables; Preface; 1. Introduction; 2. Linear Regression Models; 3. Nonlinear Regression Models; 4. Logistic Regression Models; 5. Model Evaluation and Selection; 6. Discriminant Analysis; 7. Bayesian Classification; 8. Support Vector Machines; 9. Principal Component Analysis; 10. Clustering; A. Bootstrap Methods; B. Lagrange Multipliers; C. EM Algorithm; Bibliography.