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Description
  • In the paper, we present a comparative study of several methods used nowadays in the field of feature and information extraction. We compared several Independent Component Analysis (ICA) algorithms together with the commonly used Principal Component Analysis (PCA) algorithm in two real-world tasks. The first task was a Voice Activity Detection (VAD), the second is Speaker Verification and Recognition (SVR). The VAD system as well as the SVR system benefited from the ICA decompositions. Moreover, a brief comparison of the information extraction ability is described.
  • In the paper, we present a comparative study of several methods used nowadays in the field of feature and information extraction. We compared several Independent Component Analysis (ICA) algorithms together with the commonly used Principal Component Analysis (PCA) algorithm in two real-world tasks. The first task was a Voice Activity Detection (VAD), the second is Speaker Verification and Recognition (SVR). The VAD system as well as the SVR system benefited from the ICA decompositions. Moreover, a brief comparison of the information extraction ability is described. (en)
Title
  • Independent components for acoustic modeling
  • Independent components for acoustic modeling (en)
skos:prefLabel
  • Independent components for acoustic modeling
  • Independent components for acoustic modeling (en)
skos:notation
  • RIV/49777513:23520/06:00500117!RIV10-MSM-23520___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(1ET101470416), P(GA102/05/0278), P(LC536)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 479212
http://linked.open...ai/riv/idVysledku
  • RIV/49777513:23520/06:00500117
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • independent components; principal components; ICA; linear transforms; speaker verification and recognition; voice activity detection (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [A9AA1EFFAA96]
http://linked.open...v/mistoKonaniAkce
  • Pittsburgh
http://linked.open...i/riv/mistoVydani
  • New York
http://linked.open...i/riv/nazevZdroje
  • Interspeech 2006 and 9th International Conference on Spoken Language Processing
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Vaněk, Jan
  • Zelinka, Jan
  • Müller, Luděk
  • Trmal, Jan
http://linked.open...vavai/riv/typAkce
http://linked.open...ain/vavai/riv/wos
  • 000269965901359
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • Curran Associates
https://schema.org/isbn
  • 978-1-60423-449-7
http://localhost/t...ganizacniJednotka
  • 23520
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