Toshio Sakata's Applied Matrix and Tensor Variate Data Analysis PDF

By Toshio Sakata

ISBN-10: 443155386X

ISBN-13: 9784431553861

This publication presents complete reports of modern development in matrix variate and tensor variate info research from utilized issues of view. Matrix and tensor methods for facts research are identified to be tremendous necessary for lately rising complicated and high-dimensional information in quite a few utilized fields. The studies contained herein conceal fresh purposes of those tools in psychology (Chap. 1), audio signs (Chap. 2) , photograph research  from tensor crucial part research (Chap. 3), and photo research from decomposition (Chap. 4), and genetic info (Chap. five) . Readers might be in a position to comprehend the current prestige of those ideas as appropriate to their very own fields.  In bankruptcy five particularly, a idea of tensor common distributions, that's a simple in statistical inference, is constructed, and multi-way regression, type, clustering, and primary part research are exemplified below tensor common distributions. bankruptcy 6 treats one-sided checks less than matrix variate and tensor variate general distributions, whose conception less than multivariate general distributions has been a favored subject in records because the books of Barlow et al. (1972) and Robertson et al. (1988). Chapters 1, five, and six distinguish this ebook from traditional engineering books on those topics.

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Applied Matrix and Tensor Variate Data Analysis (SpringerBriefs in Statistics) by Toshio Sakata


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