03382nam 22006015 450 991035034940332120250609111337.09789811391132981139113010.1007/978-981-13-9113-2(CKB)4100000009757377(MiAaPQ)EBC5942859(DE-He213)978-981-13-9113-2(PPN)260304735(MiAaPQ)EBC5942795(EXLCZ)99410000000975737720191012d2019 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierEEG Signal Processing and Feature Extraction /edited by Li Hu, Zhiguo Zhang1st ed. 2019.Singapore :Springer Singapore :Imprint: Springer,2019.1 online resource (435 pages)9789811391125 9811391122 Includes bibliographical references.Introduction -- EEG: origin and measurement -- Electroencephalography, Evoked potentials and event-related potentials -- ERP Experimental design -- EEG Preprocessing and denoising -- Spectral and time-frequency analysis -- Blind source separation -- Microstate analysis -- Source analysis -- Single-trial analysis -- Nonlinear neural dynamics -- Connectivity analysis -- Spatial complex brain network -- Temporal complex network analysis -- Machine learning -- Deep learning -- Statistical analysis -- Simultaneous EEG-fMRI -- EEG/ERP data analysis toolboxes -- Summary and conclusions.This book presents the conceptual and mathematical basis and the implementation of both electroencephalogram (EEG) and EEG signal processing in a comprehensive, simple, and easy-to-understand manner. EEG records the electrical activity generated by the firing of neurons within human brain at the scalp. They are widely used in clinical neuroscience, psychology, and neural engineering, and a series of EEG signal-processing techniques have been developed. Intended for cognitive neuroscientists, psychologists and other interested readers, the book discusses a range of current mainstream EEG signal-processing and feature-extraction techniques in depth, and includes chapters on the principles and implementation strategies.Biomedical engineeringNeurosciencesExperiential researchBiomedical Engineering/Biotechnologyhttps://scigraph.springernature.com/ontologies/product-market-codes/B24000Neuroscienceshttps://scigraph.springernature.com/ontologies/product-market-codes/B18006Psychology Researchhttps://scigraph.springernature.com/ontologies/product-market-codes/Y20000Biomedical engineering.Neurosciences.Experiential research.Biomedical Engineering/Biotechnology.Neurosciences.Psychology Research.616.8047547Hu Liedthttp://id.loc.gov/vocabulary/relators/edtZhang Zhiguoedthttp://id.loc.gov/vocabulary/relators/edtMiAaPQMiAaPQMiAaPQBOOK9910350349403321EEG Signal Processing and Feature Extraction1994014UNINA