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: 107.44 EUR
Availability: InStock

Autor: Fengyu Cong, Tapani Ristaniemi, Heikki Lyytinen

Jazyk:

Väzba: Pevná

Vydavateľ: World Scientific Publishing Co Pte Ltd

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107.44 €

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

Informácie o knihe

Autor

Fengyu Cong, Tapani Ristaniemi, Heikki Lyytinen

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2015

Stránok

224

EAN

9789814623087

ISBN

9814623083

Enbook ID

08014782

Vydavateľ

World Scientific Publishing Co Pte Ltd

Hmotnosť

464

Rozmery

237 x 160 x 19

Kompletný 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

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Kompletný popis

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