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ADVANCED SIGNAL PROCESSING ON BRAIN EVENT-RELATED POTENTIALS: FILTERING ERPS IN TIME, FREQUENCY AND SPACE DOMAINS SEQUENTIALLY AND SIMULTANEOUSLY 1st Edition

by Fengyu Cong (Author), Tapani Ristaniemi (Author), Heikki Lyytinen (Author)

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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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Publisher ‏ : ‎ World Scientific Publishing Company; 1st edition (May 29, 2015)
Language ‏ : ‎ English
Hardcover ‏ : ‎ 224 pages
ISBN-10 ‏ : ‎ 9814623083
ISBN-13 ‏ : ‎ 978-9814623087
Item Weight ‏ : ‎ 1.05 pounds
Dimensions ‏ : ‎ 6.1 x 0.7 x 9.1 inches

Best Sellers Rank: #7,144,666 in Books (See Top 100 in Books)
- #1,890 in Biomedical Engineering
- #2,412 in Neuroscience (Books)
- #3,616 in Neurology (Books)

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Fengyu Cong
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