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Bilinear Regression Analysis:An Introduction (Lecture Notes in Statistics, Vol. 220) '18

von Rosen, Dietrich  著

在庫状況 海外在庫有り  お届け予定日 1ヶ月  数量 冊 
価格 特価  \16,453(税込)         

発行年月 2018年08月
出版社/提供元
出版国 スイス
言語 英語
媒体 冊子
装丁 paper
ページ数/巻数 XIII, 468 p. 42 illus.
ジャンル 洋書/理工学/数学/統計
ISBN 9783319787824
商品コード 1027174591
本の性格 学術書
新刊案内掲載月 2018年06月
商品URL
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https://kw.maruzen.co.jp/ims/itemDetail.html?itmCd=1027174591

内容

This book expands on the classical statistical multivariate analysis theory by focusing on bilinear regression models, a class of models comprising the classical growth curve model and its extensions. In order to analyze the bilinear regression models in an interpretable way, concepts from linear models are extended and applied to tensor spaces. Further, the book considers decompositions of tensor products into natural subspaces, and addresses maximum likelihood estimation, residual analysis, influential observation analysis and testing hypotheses, where properties of estimators such as moments, asymptotic distributions or approximations of distributions are also studied. Throughout the text, examples and several analyzed data sets illustrate the different approaches, and fresh insights into classical multivariate analysis are provided. This monograph is of interest to researchers and Ph.D. students in mathematical statistics, signal processing and other fields where statistical multivariate analysis is utilized. It can also be used as a text for second graduate-level courses on multivariate analysis.

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