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Record Nr. |
UNINA9910138963903321 |
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Autore |
Yu Xianchuan |
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Titolo |
Blind source separation : theory and applications / / Xianchuan Yu, Dan Hu, Jindong Xu |
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Pubbl/distr/stampa |
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Singapore : , : Wiley, , 2014 |
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©2014 |
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ISBN |
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1-118-67987-3 |
1-118-67985-7 |
1-118-67986-5 |
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Descrizione fisica |
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1 online resource (388 p.) |
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Altri autori (Persone) |
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Disciplina |
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Soggetti |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references at the end of each chapters and index. |
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Nota di contenuto |
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PART I. Theory basics of BSS -- Mathematical foundation of blind source separation -- General model and classical algorithm for BSS -- Evaluation criteria for the bss algorithm -- PART II. Independent component analysis -- Independent component analysis -- Fast independent component analysis and its application -- Maximum likelihood independent component analysis and its application -- Overcomplete independent component analysis algorithms and applications -- Kernel independent component analysis -- Non-negative independent component analysis and its application -- Constraint independent component analysis algorithms and applications -- Optimized independent component analysis algorithms and applications -- Supervised learning independent component analysis algorithms and applications -- PART III. Advances and applications of BSS -- Non-negative matrix factorization algorithms and applications -- Sparse component analysis and applications -- Glossary. |
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Sommario/riassunto |
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A systematic exploration of both classic and contemporary algorithms in blind source separation with practical case studies The book |
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