LEADER 03382nam 22006015 450 001 9910350349403321 005 20250609111337.0 010 $a9789811391132 010 $a9811391130 024 7 $a10.1007/978-981-13-9113-2 035 $a(CKB)4100000009757377 035 $a(MiAaPQ)EBC5942859 035 $a(DE-He213)978-981-13-9113-2 035 $a(PPN)260304735 035 $a(MiAaPQ)EBC5942795 035 $a(EXLCZ)994100000009757377 100 $a20191012d2019 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aEEG Signal Processing and Feature Extraction /$fedited by Li Hu, Zhiguo Zhang 205 $a1st ed. 2019. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2019. 215 $a1 online resource (435 pages) 311 08$a9789811391125 311 08$a9811391122 320 $aIncludes bibliographical references. 327 $aIntroduction -- 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. 330 $aThis 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. 606 $aBiomedical engineering 606 $aNeurosciences 606 $aExperiential research 606 $aBiomedical Engineering/Biotechnology$3https://scigraph.springernature.com/ontologies/product-market-codes/B24000 606 $aNeurosciences$3https://scigraph.springernature.com/ontologies/product-market-codes/B18006 606 $aPsychology Research$3https://scigraph.springernature.com/ontologies/product-market-codes/Y20000 615 0$aBiomedical engineering. 615 0$aNeurosciences. 615 0$aExperiential research. 615 14$aBiomedical Engineering/Biotechnology. 615 24$aNeurosciences. 615 24$aPsychology Research. 676 $a616.8047547 702 $aHu$b Li$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZhang$b Zhiguo$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910350349403321 996 $aEEG Signal Processing and Feature Extraction$91994014 997 $aUNINA