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Description
  • This article provides a comparison of algorithms for single-trial EEG classification. EEG accompanying fast extension (E) and flexion (F) movement of right index finger is classified. The aim of our study was to verify the necessity of using the EEG time context information for classification of very closely localized and similar movements. Comparison of our system based on Hidden Markov Models (HMM) with Support Vector Machine (SVM) and Perceptron is presented. The application field of our research results is in the BCI domain to improve the movement classification resolution of the existing systems.
  • This article provides a comparison of algorithms for single-trial EEG classification. EEG accompanying fast extension (E) and flexion (F) movement of right index finger is classified. The aim of our study was to verify the necessity of using the EEG time context information for classification of very closely localized and similar movements. Comparison of our system based on Hidden Markov Models (HMM) with Support Vector Machine (SVM) and Perceptron is presented. The application field of our research results is in the BCI domain to improve the movement classification resolution of the existing systems. (en)
Title
  • Classification Algorithms Comparison for EEG Movement Recognition
  • Classification Algorithms Comparison for EEG Movement Recognition (en)
skos:prefLabel
  • Classification Algorithms Comparison for EEG Movement Recognition
  • Classification Algorithms Comparison for EEG Movement Recognition (en)
skos:notation
  • RIV/68407700:21230/08:00145377!RIV10-MSM-21230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • Z(MSM6840770012)
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
  • 360088
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/08:00145377
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • BCI; EEG; HMM (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [0769E85D36E9]
http://linked.open...v/mistoKonaniAkce
  • Brno
http://linked.open...i/riv/mistoVydani
  • Brno
http://linked.open...i/riv/nazevZdroje
  • Analysis of Biomedical Signals and Images; Biosignal 2008 proceedings
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Doležal, Jaromír
  • Sovka, Pavel
  • Šťastný, Jakub
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
issn
  • 1211-412X
number of pages
http://purl.org/ne...btex#hasPublisher
  • VUTIUM Press
https://schema.org/isbn
  • 978-80-214-3613-8
http://localhost/t...ganizacniJednotka
  • 21230
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