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Applied matrix and tensor variate data analysis:

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Bibliographic Details
Other Authors:	Sakata, Toshio (Editor)
Format:	Electronic eBook
Language:	English
Published:	Tokyo Springer [2016]
Series:	SpringerBriefs in Statistics
Subjects:	Statistics Statistics and Computing/Statistics Programs Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistik Aufsatzsammlung
Online Access:	BTU01 FHR01 FRO01 TUM01 UBM01 UBT01 UBW01 UEI01 UPA01 Volltext Abstract Inhaltsverzeichnis
Physical Description:	1 Online Ressource (XI, 136 Seiten. 36 illus., 23 illus. in color)
ISBN:	9784431553878
ISSN:	2191-544X
DOI:	10.1007/978-4-431-55387-8

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MARC


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adam_text	APPLIED MATRIX AND TENSOR VARIATE DATA ANALYSIS / : 2016 ABSTRACT / INHALTSTEXT 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. APPLIED MATRIX AND TENSOR VARIATE DATA ANALYSIS / : 2016 TABLE OF CONTENTS / INHALTSVERZEICHNIS 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) DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spelling	Applied matrix and tensor variate data analysis Toshio Sakata, editor Tokyo Springer [2016] 1 Online Ressource (XI, 136 Seiten. 36 illus., 23 illus. in color) txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Statistics 2191-544X Statistics Statistics and Computing/Statistics Programs Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistik (DE-588)4143413-4 Aufsatzsammlung gnd-content Sakata, Toshio (DE-588)1084652668 edt Erscheint auch als Druckausgabe 978-4-431-55386-1 https://doi.org/10.1007/978-4-431-55387-8 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028840658&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028840658&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Applied matrix and tensor variate data analysis Statistics Statistics and Computing/Statistics Programs Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistik
subject_GND	(DE-588)4143413-4
title	Applied matrix and tensor variate data analysis
title_auth	Applied matrix and tensor variate data analysis
title_exact_search	Applied matrix and tensor variate data analysis
title_full	Applied matrix and tensor variate data analysis Toshio Sakata, editor
title_fullStr	Applied matrix and tensor variate data analysis Toshio Sakata, editor
title_full_unstemmed	Applied matrix and tensor variate data analysis Toshio Sakata, editor
title_short	Applied matrix and tensor variate data analysis
title_sort	applied matrix and tensor variate data analysis
topic	Statistics Statistics and Computing/Statistics Programs Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistik
topic_facet	Statistics Statistics and Computing/Statistics Programs Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistik Aufsatzsammlung
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work_keys_str_mv	AT sakatatoshio appliedmatrixandtensorvariatedataanalysis

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