Independent component and vector analysis
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F46747885%3A24220%2F18%3A00006126" target="_blank" >RIV/46747885:24220/18:00006126 - isvavai.cz</a>
Result on the web
<a href="https://www.wiley.com/en-us/Audio" target="_blank" >https://www.wiley.com/en-us/Audio</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1002/9781119279860.ch13" target="_blank" >10.1002/9781119279860.ch13</a>
Alternative languages
Result language
angličtina
Original language name
Independent component and vector analysis
Original language description
This chapter introduces popular tools for the blind separation of audio signals using their independence. We are primarily focused on the frequency‐domain separation using independent component analysis (ICA) and independent vector analysis (IVA). First, the fundamentals of ICA, basic signal models and algorithms are introduced. The application of ICA in the frequency domain leads to the scaling ambiguity and to the permutation problem. To solve these problems, we present several basic solutions. Second, IVA is defined, and the most popular IVA algorithms are introduced. Finally, a practical example of the separation of real‐world recordings is presented where the frequency‐domain ICA and IVA are compared.
Czech name
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Czech description
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Classification
Type
C - Chapter in a specialist book
CEP classification
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OECD FORD branch
10102 - Applied mathematics
Result continuities
Project
<a href="/en/project/GA17-00902S" target="_blank" >GA17-00902S: Advanded Joint Blind Source Separation Methods</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Book/collection name
Audio Source Separation and Speech Enhancement
ISBN
978-1-119-27989-1
Number of pages of the result
26
Pages from-to
263-288
Number of pages of the book
504
Publisher name
Wiley
Place of publication
Spojené státy americké
UT code for WoS chapter
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