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Advanced Signal Processing on Brain Event-Related Potentials: Filtering ERPS in Time, Frequency and Space Domains Sequentially and Simultaneously

Original price was: ₹9449.000.Current price is: ₹7087.000.

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AuthorCong Fengyu Et Al
ISBN9789814623087
Published LanguageEnglish
Publication Year2015
PublisherWorld Scientific
BindingHardback
Original Price$110
Pages224
Ships By2-3 days

Description

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.

About the author
Dalian Univ of Technology, China

Additional information

Weight0.466 kg
Dimensions22.9 × 15.2 cm
Author

ISBN

Publisher

Pages

224

Ships By

2-3 days