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EEG signal processing and machine learning

Record Type:	Electronic resources : Monograph/item
Title/Author:	EEG signal processing and machine learningSaeid Sanei, Jonathon A. Chambers.
Author:	Sanei, Saeid.
other author:	Chambers, Jonathon A.
Published:	Hoboken, NJ :Wiley,2022.
Description:	1 online resource.
Subject:	Electroencephalography.
Online resource:	https://onlinelibrary.wiley.com/doi/book/10.1002/9781119386957
ISBN:	9781119386957$q(electronic bk. ;$qoBook)

EEG signal processing and machine learning
Sanei, Saeid.

EEG signal processing and machine learning[electronic resource] /Saeid Sanei, Jonathon A. Chambers. - 2nd ed. - Hoboken, NJ :Wiley,2022. - 1 online resource.

Includes bibliographical references and index.

Front Matter -- Introduction to Electroencephalography -- EEG Waveforms -- EEG Signal Modelling -- Fundamentals of EEG Signal Processing -- EEG Signal Decomposition -- Chaos and Dynamical Analysis -- Machine Learning for EEG Analysis -- Brain Connectivity and Its Applications -- Event-Related Brain Responses -- Localization of Brain Sources -- Epileptic Seizure Prediction, Detection, and Localization -- Sleep Recognition, Scoring, and Abnormalities -- EEG-Based Mental Fatigue Monitoring -- EEG-Based Emotion Recognition and Classification -- EEG Analysis of Neurodegenerative Diseases -- EEG As A Biomarker for Psychiatric and Neurodevelopmental Disorders -- Brain-Computer Interfacing Using EEG -- Joint Analysis of EEG and Other Simultaneously Recorded Brain Functional Neuroimaging Modalities -- Index.

"Electroencephalogram (EEG) signal processing is concerned with the development and application of advanced digital signal processing algorithms for analysis, quantification, separation, and classification of the impact of various brain abnormalities on the EEGs. Any medical or neurological condition that affects brain function will alter the EEG. Brain abnormalities introduce various rhythmic or arrhythmic effects on the signals. Moreover, most of the abnormalities in the human body directly or indirectly affect the brain and consequently change the EEG signals. Processing of biosignals using newly developed techniques have become a strong field of research and digital signal processing concepts have become part of the core training in biomedical engineering"--

ISBN: 9781119386957$q(electronic bk. ;$qoBook)

Standard No.: 10.1002/9781119386957doiSubjects--Topical Terms:

194456
Electroencephalography.

LC Class. No.: RC386.6.E43 / E54 2021

Dewey Class. No.: 616.8/047547

National Library of Medicine Call No.: WL 150 / S194 2021

EEG signal processing and machine learning
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020 $a 1119386950$q(electronic bk. ;$qoBook)
020 $a 9781119386926$q(adobe pdf)
020 $a 1119386926$q(adobe pdf)
020 $a 9781119386933$q(epub)
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020 $z 9781119386940$q(hardcover)
024 7 $a 10.1002/9781119386957 $2 doi
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040 $a DLC $b eng $c DLC $d OCLCO $d OCLCF $d YDX $d DG1
041 0 $a eng
050 0 0 $a RC386.6.E43 $b E54 2021
060 4 $a WL 150 $b S194 2021
082 0 0 $a 616.8/047547 $2 23
100 1 $a Sanei, Saeid. $3 754488
245 1 0 $a EEG signal processing and machine learning $h [electronic resource] / $c Saeid Sanei, Jonathon A. Chambers.
250 $a 2nd ed.
260 $a Hoboken, NJ : $b Wiley, $c 2022.
300 $a 1 online resource.
504 $a Includes bibliographical references and index.
505 0 $a Front Matter -- Introduction to Electroencephalography -- EEG Waveforms -- EEG Signal Modelling -- Fundamentals of EEG Signal Processing -- EEG Signal Decomposition -- Chaos and Dynamical Analysis -- Machine Learning for EEG Analysis -- Brain Connectivity and Its Applications -- Event-Related Brain Responses -- Localization of Brain Sources -- Epileptic Seizure Prediction, Detection, and Localization -- Sleep Recognition, Scoring, and Abnormalities -- EEG-Based Mental Fatigue Monitoring -- EEG-Based Emotion Recognition and Classification -- EEG Analysis of Neurodegenerative Diseases -- EEG As A Biomarker for Psychiatric and Neurodevelopmental Disorders -- Brain-Computer Interfacing Using EEG -- Joint Analysis of EEG and Other Simultaneously Recorded Brain Functional Neuroimaging Modalities -- Index.
520 $a "Electroencephalogram (EEG) signal processing is concerned with the development and application of advanced digital signal processing algorithms for analysis, quantification, separation, and classification of the impact of various brain abnormalities on the EEGs. Any medical or neurological condition that affects brain function will alter the EEG. Brain abnormalities introduce various rhythmic or arrhythmic effects on the signals. Moreover, most of the abnormalities in the human body directly or indirectly affect the brain and consequently change the EEG signals. Processing of biosignals using newly developed techniques have become a strong field of research and digital signal processing concepts have become part of the core training in biomedical engineering"-- $c Provided by publisher.
588 $a Description based on print version record.
650 0 $a Electroencephalography. $3 194456
650 0 $a Signal processing. $3 182382
650 0 $a Machine learning. $3 188639
700 1 $a Chambers, Jonathon A. $3 203815
856 4 0 $u https://onlinelibrary.wiley.com/doi/book/10.1002/9781119386957