Introduction to multivariate analysis : linear and nonlinear modeling / Sadanori Konishi.
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- 9781482256222 (ePub ebook) :
- 9781466567290 (PDF ebook) :
- 9781482256215 (VitalBook ebook) :
- 519.535 23 KOI
Item type | Current library | Call number | Copy number | Status | Date due | Barcode |
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Central Library, SUST General Stacks | 519.535 KOI (Browse shelf(Opens below)) | 1 | Available | 0074277 |
Academic
Includes bibliographical references and index.
Introduction; Regression Modeling; Classification and Discrimination; Dimension Reduction; Clustering Linear Regression Models; Relationship between Two Variables; Relationships Involving Multiple Variables; Regularization Nonlinear Regression Models; Modeling Phenomena; Modeling by Basis Functions; Basis Expansions; Regularization Logistic Regression Models; Risk Prediction Models; Multiple Risk Factor Models; Nonlinear Logistic Regression Models Model Evaluation and Selection; Criteria Based on Prediction Errors; Information Criteria; Bayesian Model Evaluation Criterion Discriminant Analysis; Fisher’s Linear Discriminant Analysis; Classification Based on Mahalanobis Distance; Variable Selection; Canonical Discriminant Analysis Bayesian Classification; Bayes’ Theorem; Classification with Gaussian Distributions; Logistic Regression for Classification Support Vector Machines; Separating Hyperplane; Linearly Nonseparable Case; From Linear to Nonlinear Principal Component Analysis; Principal Components; Image Compression and Decompression; Singular Value Decomposition; Kernel Principal Component Analysis Clustering; Hierarchical Clustering; Nonhierarchical Clustering; Mixture Models for Clustering Appendix A: Bootstrap Methods ; Appendix B: Lagrange Multipliers ; Appendix C: EM Algorithm Bibliography Index
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