紀錄類型: |
書目-電子資源
: Monograph/item
|
杜威分類號: |
616.8/047547 |
書名/作者: |
EEG signal processing and machine learning/ Saeid Sanei, Jonathon A. Chambers. |
作者: |
Sanei, Saeid. |
其他作者: |
Chambers, Jonathon A. |
出版者: |
Hoboken, NJ : : Wiley,, 2022. |
面頁冊數: |
1 online resource. |
標題: |
Electroencephalography. |
標題: |
Signal processing. |
標題: |
Machine learning. |
ISBN: |
9781119386957 |
ISBN: |
1119386950 |
ISBN: |
9781119386926 |
ISBN: |
1119386926 |
ISBN: |
9781119386933 |
ISBN: |
1119386934 |
書目註: |
Includes bibliographical references and index. |
內容註: |
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. |
摘要、提要註: |
"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"-- |
電子資源: |
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119386957 |