Applied Matrix and Tensor Variate Data Analysis (Record no. 8650)
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000 -LEADER | |
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fixed length control field | 02466nam a22002295i 4500 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | OSt |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20220207111936.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 210705b2016 uk a|||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9784431553861 (pbk) |
040 ## - CATALOGING SOURCE | |
Transcribing agency | NIL |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 519.5 |
Edition number | 23 |
Item number | SAK-A 2016 10585 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Sakata, Toshio |
245 00 - TITLE STATEMENT | |
Title | Applied Matrix and Tensor Variate Data Analysis |
Medium | [electronic resource] / |
Statement of responsibility, etc. | edited by Toshio Sakata. |
Linkage | 880 |
250 ## - EDITION STATEMENT | |
Edition statement | |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | Tokyo : |
Name of publisher, distributor, etc. | Springer Japan : |
-- | Imprint: Springer, |
Date of publication, distribution, etc. | 2016. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | (XI, 136 p. 36 illus., 23 illus. in color.) |
Other physical details | |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | 1 Three-Way Principal Component Analysis with its Applications to Psychology (Kohei Adachi) -- 2 Non-negative matrix factorization and its variants for audio signal processing (Hirokazu Kameoka) -- 3 Generalized Tensor PCA and its Applications to Image Analysis (Kohei Inoue) -- 4 Matrix Factorization for Image Processing (Noboru Murata) -- 5 Arrays Normal Model and Incomplete Array Variate Observations (Deniz Akdemir) -- 6 One-sided Tests for Matrix Variate Normal Distribution (Manabu Iwasa and Toshio Sakata). |
520 ## - SUMMARY, ETC. | |
Summary, etc. | 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. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Statistics. |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | |
Koha item type | Books |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
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Namal Library | Namal Library | Mathematics | 07/05/2021 | Allied Book Company | 519.5 SAK-A 2016 10585 | 0010585 | 07/05/2021 | 1 | 07/05/2021 | Books | ||||||
Namal Library | Namal Library | Mathematics | 07/05/2021 | Allied Book Company | 519.5 SAK-A 2016 10586 | 0010586 | 07/05/2021 | 2 | 07/05/2021 | Books |