Robust Multivariate Analysis

• Κύριος συγγραφέας: J. Olive, David (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Θέματα: Mathematics.; Probabilities.; Statistics.; Probability Theory and Stochastic Processes.; Statistical Theory and Methods.

This text presents methods that are robust to the assumption of a multivariate normal distribution or methods that are robust to certain types of outliers. Instead of using exact theory based on the multivariate normal distribution, the simpler and more applicable large sample theory is given.  The...

Πίνακας περιεχομένων:

• Introduction
• Multivariate Distributions
• Elliptically Contoured Distributions
• MLD Estimators
• DD Plots and Prediction Regions
• Principal Component Analysis
• Canonical Correlation Analysis
• Discrimination Analysis
• Hotelling's T^2 Test
• MANOVA
• Factor Analysis
• Multivariate Linear Regression
• Clustering
• Other Techniques
• Stuff for Students.