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

Name: Advanced Signal Processing On Brain Event-related Potentials: Filtering Erps In Time, Frequency And Space Domains Sequentially And Simultaneously
Brand: World Scientific Publishing Co Pte Ltd
SKU: 9789814623087
Price: 2595 CZK
Availability: InStock

Autor: Fengyu Cong, Tapani Ristaniemi, Heikki Lyytinen

Jazyk:

Vazba: Pevná

Vydavatel: World Scientific Publishing Co Pte Ltd

Dostupnost: Skladem u dodavatele

Odesíláme za 14-21 dnů

2 595 Kč

This book is devoted to the application of advanced signal processing on event-related potentials (E...

Informace o knize

Autor

Fengyu Cong, Tapani Ristaniemi, Heikki Lyytinen

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2015

Stránek

224

EAN

9789814623087

ISBN

9814623083

Enbook ID

08014782

Vydavatel

World Scientific Publishing Co Pte Ltd

Hmotnost

464

Rozměry

237 x 160 x 19

Kompletní popis

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.

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

Informace o knize

Kompletní popis

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