By Fengyu Cong, Tapani Ristaniemi, Heikki Lyytinen
This ebook is dedicated to the applying of complex sign processing on event-related potentials (ERPs) within the context of electroencephalography (EEG) for the cognitive neuroscience. ERPs are typically produced via averaging single-trials of preprocessed EEG, after which, the translation of underlying mind actions relies at the quite often averaged EEG. we discover that randomly fluctuating actions and artifacts can nonetheless found in the averaged EEG facts, and that consistent mind actions over unmarried trials can overlap with one another in time, frequency and spatial domain names. consequently, prior to interpretation, it will likely be valuable to extra separate the averaged EEG into person mind actions. The e-book proposes systematic techniques pre-process wavelet remodel (WT), autonomous part research (ICA), and nonnegative tensor factorization (NTF) to clear out averaged EEG in time, frequency and house domain names to sequentially and concurrently receive the natural ERP of curiosity. software program of the proposed techniques could be open-accessed.
Readership: Undergraduate, graduate, researchers and execs within the box of neurology/neuroscience, scientific imaging, psychology, biomedical engineering and laptop science.
Read or Download Advanced Signal Processing on Brain Event-Related Potentials: Filtering ERPs in Time, Frequency and Space Domains Sequentially and Simultaneously PDF
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