Multivariate Statistical Analysis in the Real and Complex Domains

This book explores topics in multivariate statistical analysis, relevant in the real and complex domains. It utilizes simplified and unified notations to render the complex subject matter both accessible and enjoyable, drawing from clear exposition and numerous illustrative examples. The book featur...

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ग्रंथसूची विवरण
मुख्य लेखकों: Mathai, Arak M., Provost, Serge B., Haubold, Hans J.
स्वरूप: Online
भाषा:अंग्रेज़ी
प्रकाशित: Springer Nature 2022
विषय:
ऑनलाइन पहुंच:ONIX_20221118_9783030958640_49
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author Mathai, Arak M.
Provost, Serge B.
Haubold, Hans J.
author_browse Haubold, Hans J.
Mathai, Arak M.
Provost, Serge B.
author_facet Mathai, Arak M.
Provost, Serge B.
Haubold, Hans J.
author_sort Mathai, Arak M.
collection Directory of Open Access Books
description This book explores topics in multivariate statistical analysis, relevant in the real and complex domains. It utilizes simplified and unified notations to render the complex subject matter both accessible and enjoyable, drawing from clear exposition and numerous illustrative examples. The book features an in-depth treatment of theory with a fair balance of applied coverage, and a classroom lecture style so that the learning process feels organic. It also contains original results, with the goal of driving research conversations forward. This will be particularly useful for researchers working in machine learning, biomedical signal processing, and other fields that increasingly rely on complex random variables to model complex-valued data. It can also be used in advanced courses on multivariate analysis. Numerous exercises are included throughout.
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institution Directory of Open Access Books
language eng
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publisher Springer Nature
publisherStr Springer Nature
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spelling doab-20.500.12854ir-939662025-08-13T13:41:34Z Multivariate Statistical Analysis in the Real and Complex Domains Mathai, Arak M. Provost, Serge B. Haubold, Hans J. multivariate statistical analysis mathematical statistics complex domain matrix-variate Gaussian distributions Wishart distribution type-1 distributions type-2 distributions factor analysis classifications cluster profile analyses thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics This book explores topics in multivariate statistical analysis, relevant in the real and complex domains. It utilizes simplified and unified notations to render the complex subject matter both accessible and enjoyable, drawing from clear exposition and numerous illustrative examples. The book features an in-depth treatment of theory with a fair balance of applied coverage, and a classroom lecture style so that the learning process feels organic. It also contains original results, with the goal of driving research conversations forward. This will be particularly useful for researchers working in machine learning, biomedical signal processing, and other fields that increasingly rely on complex random variables to model complex-valued data. It can also be used in advanced courses on multivariate analysis. Numerous exercises are included throughout. 2022-11-19T04:03:28Z 2022-11-19T04:03:28Z 2022-11-18T14:20:57Z 2022 book ONIX_20221118_9783030958640_49 OCN: 1347381548 https://library.oapen.org/handle/20.500.12657/59381 9783030958640 https://directory.doabooks.org/handle/20.500.12854/93966 eng open access image/jpeg image/jpeg image/jpeg Attribution 4.0 International Attribution 4.0 International Attribution 4.0 International https://library.oapen.org/bitstream/20.500.12657/59381/1/978-3-030-95864-0.pdf https://library.oapen.org/bitstream/20.500.12657/59381/1/978-3-030-95864-0.pdf https://library.oapen.org/bitstream/20.500.12657/59381/1/978-3-030-95864-0.pdf Springer Nature Springer International Publishing 10.1007/978-3-030-95864-0 10.1007/978-3-030-95864-0 9fa3421d-f917-4153-b9ab-fc337c396b5a 9783030958640 Springer International Publishing 912 Cham open access
spellingShingle multivariate statistical analysis
mathematical statistics
complex domain
matrix-variate
Gaussian distributions
Wishart distribution
type-1 distributions
type-2 distributions
factor analysis
classifications
cluster
profile analyses
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
Mathai, Arak M.
Provost, Serge B.
Haubold, Hans J.
Multivariate Statistical Analysis in the Real and Complex Domains
title Multivariate Statistical Analysis in the Real and Complex Domains
title_full Multivariate Statistical Analysis in the Real and Complex Domains
title_fullStr Multivariate Statistical Analysis in the Real and Complex Domains
title_full_unstemmed Multivariate Statistical Analysis in the Real and Complex Domains
title_short Multivariate Statistical Analysis in the Real and Complex Domains
title_sort multivariate statistical analysis in the real and complex domains
topic multivariate statistical analysis
mathematical statistics
complex domain
matrix-variate
Gaussian distributions
Wishart distribution
type-1 distributions
type-2 distributions
factor analysis
classifications
cluster
profile analyses
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
topic_facet multivariate statistical analysis
mathematical statistics
complex domain
matrix-variate
Gaussian distributions
Wishart distribution
type-1 distributions
type-2 distributions
factor analysis
classifications
cluster
profile analyses
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
url ONIX_20221118_9783030958640_49
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