Multivariate Statistical Analysis in the Real and Complex Domains

Beschreibung

This book explores topics in multivariate statistical analysis, relevant in the real and complex domains. It utilizes simplified and unified notations to render the complex subject matter both accessible and enjoyable, drawing from clear exposition and numerous illustrative examples. The book features an in-depth treatment of theory with a fair balance of applied coverage, and a classroom lecture style so that the learning process feels organic. It also contains original results, with the goal of driving research conversations forward. 
This will be particularly useful for researchers working in machine learning, biomedical signal processing, and other fields that increasingly rely on complex random variables to model complex-valued data. It can also be used in advanced courses on multivariate analysis. Numerous exercises are included throughout.
This book explores topics in multivariate statistical analysis, relevant in the real and complex domains. It utilizes simplified and unified notations to render the complex subject matter both accessible and enjoyable, drawing from clear exposition and numerous illustrative examples. The book features an in-depth treatment of theory with a fair balance of applied coverage, and a classroom lecture style so that the learning process feels organic. It also contains original results, with the goal of driving research conversations forward.
This will be particularly useful for researchers working in machine learning, biomedical signal processing, and other fields that increasingly rely on complex random variables to model complex-valued data. It can also be used in advanced courses on multivariate analysis. Numerous exercises are included throughout.
Explores topics in multivariate statistical analysis, relevant in real and complex domains Utilizes simplified and unified notations which makes the subject matter accessible and enjoyable Features an in-depth treatment of theory with a fair balance of applied coverage This book is open access, which means that you have free and unlimited access

Autor*in

Arak M. Mathai

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multivariate statistical analysis mathematical statistics complex domain matrix-variate Gaussian distributions Wishart distribution type-1 distributions type-2 distributions factor analysis classifications cluster profile analyses Open Access

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