عنوان

Applied matrix and tensor variate data analysis

شابک

9784431553861(paperback : acid-free paper)

شماره

41497

زبان متن نوشتاري يا گفتاري و مانند آن

eng

عنوان اصلي

Applied matrix and tensor variate data analysis

نام نخستين پديدآور

/ Toshio Sakata, editor

محل نشرو پخش و غیره

Japon

نام ناشر، پخش کننده و غيره

: Springer

تاریخ نشرو بخش و غیره

, 2016.

نام خاص و کميت اثر

xi, 136 pages

ساير جزييات

: illustrations (some color) 24 cm.

عنوان فروست

(SpringerBriefs in statistics)

عنوان فروست

(JSS research series in statistics)

متن يادداشت

Language: انگلیسی

متن يادداشت

Print

متن يادداشت

Includes bibliographical references.

متن يادداشت

This book provides comprehensive reviews of recent progress in matrix variate and tensor variate data analysis from applied points of view. Matrix and tensor approaches for data analysis are known to be extremely useful for recently emerging complex and high-dimensional data in various applied fields. The reviews contained herein cover recent applications of these methods in psychology (Chap. 1), audio signals (Chap. 2) , image analysis from tensor principal component analysis (Chap. 3), and image analysis from decomposition (Chap. 4), and genetic data (Chap. 5) . Readers will be able to understand the present status of these techniques as applicable to their own fields. In Chapter 5 especially, a theory of tensor normal distributions, which is a basic in statistical inference, is developed, and multi-way regression, classification, clustering, and principal component analysis are exemplified under tensor normal distributions. Chapter 6 treats one-sided tests under matrix variate and tensor variate normal distributions, whose theory under multivariate normal distributions has been a popular topic in statistics since the books of Barlow et al. (1972) and Robertson et al. (1988). Chapters 1, 5, and 6 distinguish this book from ordinary engineering books on these topics.

عنوان

SpringerBriefs in statistics

عنوان

JSS research series in statistics

عنصر شناسه ای

Mathematical statistics

عنصر شناسه ای

Calculus of tensors

عنصر شناسه ای

MATHEMATICS / Applied.--bisacsh

عنصر شناسه ای

MATHEMATICS / Probability & Statistics / General.--bisacsh

عنصر شناسه ای

Calculus of tensors.--fast--(OCoLC)fst00844137

عنصر شناسه ای

Mathematical statistics.--fast--(OCoLC)fst01012127

شماره

مستند نام اشخاص تاييد نشده

Sakata, Toshio

وضعیت فهرست نویسی

old catalog