Advanced Signal Processing On Brain Event-related Potentials Filtering Erps In Time, Frequency And Space Domains Sequentially And Simultaneously

Auteur: Fengyu Cong
Taal: Engels
Advanced Signal Processing On Brain Event-related Potentials
  • Engels
  • Hardcover
  • 9789814623087
  • Druk: 1
  • mei 2015
  • 224 pagina's
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Samenvatting

This book is devoted to the application of advanced signal processing on event-related potentials (ERPs) in the context of electroencephalography (EEG) for the cognitive neuroscience. ERPs are usually produced through averaging single-trials of preprocessed EEG, and then, the interpretation of underlying brain activities is based on the ordinarily averaged EEG. We find that randomly fluctuating activities and artifacts can still present in the averaged EEG data, and that constant brain activities over single trials can overlap with each other in time, frequency and spatial domains. Therefore, before interpretation, it will be beneficial to further separate the averaged EEG into individual brain activities. The book proposes systematic approaches pre-process wavelet transform (WT), independent component analysis (ICA), and nonnegative tensor factorization (NTF) to filter averaged EEG in time, frequency and space domains to sequentially and simultaneously obtain the pure ERP of interest. Software of the proposed approaches will be open-accessed.

Productspecificaties

Inhoud

Taal
Engels
Bindwijze
Hardcover
Druk
1
Verschijningsdatum
2015-05-29
Afmetingen
23,5 x 15,9 x 1,9 cm
Aantal pagina's
224 pagina's
Illustraties
Nee

EAN

EAN
9789814623087

Overige kenmerken

Extra groot lettertype
Nee
NUR code
950
Oorspronkelijke releasedatum
2015-05-29
Subtitel
Filtering Erps In Time, Frequency And Space Domains Sequentially And Simultaneously
Thema Subject Code
UYS

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