Blind source separation: theory and applications
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Singapore
John Wiley & Sons Singapore Pte. Ltd.
2014
|
| Schlagworte: | |
| Online-Zugang: | FRO01 UBG01 Volltext |
| Beschreibung: | Includes bibliographical references and index "This book offers a general overview of the basics of Blind Source Separation, important solutions and algorithms, and in-depth coverage of applications in image feature extraction, remote sensing image fusion, mixed-pixel decomposition of SAR images, image object recognition fMRI medical image processing, geochemical and geophysical data mining, mineral resources prediction and geoanomalies information recognition. Firstly, the background and theory basics of blind source separation are introduced, which provides the foundation for the following work. Matrix operation, foundations of probability theory and information theory basics are included here. There follows the fundamental mathematical model and fairly new but relatively established blind source separation algorithms, such as Independent Component Analysis (ICA) and its improved algorithms (Fast ICA, Maximum Likelihood ICA, Overcomplete ICA, Kernel ICA, Flexible ICA, Non-negative ICA, Constrained ICA, Optimised ICA). The last part of the book considers the very recent algorithms in BSS e.g. Sparse Component Analysis (SCA) and Non-negative Matrix Factorization (NMF). Meanwhile, in-depth cases are presented for each algorithm in order to help the reader understand the algorithm and its application field"--Provided by publisher |
| Beschreibung: | 1 Online-Ressource (xix, 366 pages) |
| ISBN: | 9781118679869 1118679865 9781118679876 1118679873 9781118679852 1118679857 |
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Datensatz im Suchindex
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| author | Yu, Xianchuan |
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| dewey-hundreds | 600 - Technology (Applied sciences) |
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| discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
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| id | DE-604.BV043396160 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:24:51Z |
| institution | BVB |
| isbn | 9781118679869 1118679865 9781118679876 1118679873 9781118679852 1118679857 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028814744 |
| oclc_num | 855858321 |
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| owner_facet | DE-861 |
| physical | 1 Online-Ressource (xix, 366 pages) |
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| publishDate | 2014 |
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| publishDateSort | 2014 |
| publisher | John Wiley & Sons Singapore Pte. Ltd. |
| record_format | marc |
| spelling | Yu, Xianchuan Verfasser aut Blind source separation theory and applications Xianchuan Yu, Dan Hu, Jindong Xu Singapore John Wiley & Sons Singapore Pte. Ltd. 2014 1 Online-Ressource (xix, 366 pages) txt rdacontent c rdamedia cr rdacarrier Includes bibliographical references and index "This book offers a general overview of the basics of Blind Source Separation, important solutions and algorithms, and in-depth coverage of applications in image feature extraction, remote sensing image fusion, mixed-pixel decomposition of SAR images, image object recognition fMRI medical image processing, geochemical and geophysical data mining, mineral resources prediction and geoanomalies information recognition. Firstly, the background and theory basics of blind source separation are introduced, which provides the foundation for the following work. Matrix operation, foundations of probability theory and information theory basics are included here. There follows the fundamental mathematical model and fairly new but relatively established blind source separation algorithms, such as Independent Component Analysis (ICA) and its improved algorithms (Fast ICA, Maximum Likelihood ICA, Overcomplete ICA, Kernel ICA, Flexible ICA, Non-negative ICA, Constrained ICA, Optimised ICA). The last part of the book considers the very recent algorithms in BSS e.g. Sparse Component Analysis (SCA) and Non-negative Matrix Factorization (NMF). Meanwhile, in-depth cases are presented for each algorithm in order to help the reader understand the algorithm and its application field"--Provided by publisher TECHNOLOGY & ENGINEERING / Mechanical bisacsh Blind source separation fast Blind source separation / Handbooks, manuals, etc Blind source separation Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd rswk-swf Signaltrennung (DE-588)4181278-5 gnd rswk-swf Signalquelle (DE-588)4181273-6 gnd rswk-swf Electronic books Signalquelle (DE-588)4181273-6 s Signaltrennung (DE-588)4181278-5 s Blinde Identifikation Informationstheorie (DE-588)4657534-0 s 1\p DE-604 Hu, Dan Sonstige oth Xu, Jindong Sonstige oth Erscheint auch als Druck-Ausgabe, Hardcover 978-1-118-67984-5 Erscheint auch als Druck-Ausgabe, Hardcover 1-118-67984-9 https://onlinelibrary.wiley.com/doi/book/10.1002/9781118679852 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Yu, Xianchuan Blind source separation theory and applications TECHNOLOGY & ENGINEERING / Mechanical bisacsh Blind source separation fast Blind source separation / Handbooks, manuals, etc Blind source separation Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd Signaltrennung (DE-588)4181278-5 gnd Signalquelle (DE-588)4181273-6 gnd |
| subject_GND | (DE-588)4657534-0 (DE-588)4181278-5 (DE-588)4181273-6 |
| title | Blind source separation theory and applications |
| title_auth | Blind source separation theory and applications |
| title_exact_search | Blind source separation theory and applications |
| title_full | Blind source separation theory and applications Xianchuan Yu, Dan Hu, Jindong Xu |
| title_fullStr | Blind source separation theory and applications Xianchuan Yu, Dan Hu, Jindong Xu |
| title_full_unstemmed | Blind source separation theory and applications Xianchuan Yu, Dan Hu, Jindong Xu |
| title_short | Blind source separation |
| title_sort | blind source separation theory and applications |
| title_sub | theory and applications |
| topic | TECHNOLOGY & ENGINEERING / Mechanical bisacsh Blind source separation fast Blind source separation / Handbooks, manuals, etc Blind source separation Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd Signaltrennung (DE-588)4181278-5 gnd Signalquelle (DE-588)4181273-6 gnd |
| topic_facet | TECHNOLOGY & ENGINEERING / Mechanical Blind source separation Blind source separation / Handbooks, manuals, etc Blinde Identifikation Informationstheorie Signaltrennung Signalquelle |
| url | https://onlinelibrary.wiley.com/doi/book/10.1002/9781118679852 |
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