EEG signal processing and machine learning
by
 
Sanei, Saeid, author.

Title
EEG signal processing and machine learning

Author
Sanei, Saeid, author.

ISBN
9781119386957
 
9781119386933
 
9781119386926
 
9781118691236

Edition
Second edition.

Physical Description
1 online resource (xxxiv, 714 pages) illustrations

Contents
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

Abstract
"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"-- Provided by publisher.

Local Note
John Wiley and Sons

Subject Term
Electroencephalography.
 
Signal processing.
 
Machine learning.
 
Electroencephalography
 
Machine Learning
 
Électroencéphalographie.
 
Traitement du signal.
 
Apprentissage automatique.
 
Signal processing

Added Author
Chambers, Jonathon A.,

Added Corporate Author
John Wiley & Sons,

Electronic Access
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119386957


LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book596567-1001RC386.6 .E43 E54 2021Wiley E-Kitap Koleksiyonu