Applied matrix and tensor variate data analysis:
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Tokyo
Springer
[2016]
|
| Schriftenreihe: | SpringerBriefs in Statistics
|
| Schlagworte: | |
| Online-Zugang: | BTU01 FHR01 FRO01 TUM01 UBM01 UBT01 UBW01 UEI01 UPA01 Volltext Abstract Inhaltsverzeichnis |
| Beschreibung: | 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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Datensatz im Suchindex
| _version_ | 1804176017396334592 |
|---|---|
| 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.
|
| any_adam_object | 1 |
| author2 | Sakata, Toshio |
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| dewey-full | 519.5 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
| dewey-sort | 3519.5 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik |
| doi_str_mv | 10.1007/978-4-431-55387-8 |
| format | Electronic eBook |
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| isbn | 9784431553878 |
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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 |
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| 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 |
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