EEG Signal Analysis and Classification

Techniques and Applications

Nonfiction, Science & Nature, Technology, Electronics, Health & Well Being, Medical
Cover of the book EEG Signal Analysis and Classification by Siuly Siuly, Yan Li, Yanchun Zhang, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Siuly Siuly, Yan Li, Yanchun Zhang ISBN: 9783319476537
Publisher: Springer International Publishing Publication: January 3, 2017
Imprint: Springer Language: English
Author: Siuly Siuly, Yan Li, Yanchun Zhang
ISBN: 9783319476537
Publisher: Springer International Publishing
Publication: January 3, 2017
Imprint: Springer
Language: English

This book presents advanced methodologies in two areas related to electroencephalogram (EEG) signals: detection of epileptic seizures and identification of mental states in brain computer interface (BCI) systems. The proposed methods enable the extraction of this vital information from EEG signals in order to accurately detect abnormalities revealed by the EEG. New methods will relieve the time-consuming and error-prone practices that are currently in use. 

Common signal processing methodologies include wavelet transformation and Fourier transformation, but these methods are not capable of managing the size of EEG data. 

Addressing the issue, this book examines new EEG signal analysis approaches with a combination of statistical techniques (e.g. random sampling, optimum allocation) and machine learning methods. The developed methods provide better results than the existing methods. The book also offers applications of the developed methodologies that have been tested on several real-time benchmark databases.

This book concludes with thoughts on the future of the field and anticipated research challenges. It gives new direction to the field of analysis and classification of EEG signals through these more efficient methodologies. Researchers and experts will benefit from its suggested improvements to the current computer-aided based diagnostic systems for the precise analysis and management of EEG signals.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents advanced methodologies in two areas related to electroencephalogram (EEG) signals: detection of epileptic seizures and identification of mental states in brain computer interface (BCI) systems. The proposed methods enable the extraction of this vital information from EEG signals in order to accurately detect abnormalities revealed by the EEG. New methods will relieve the time-consuming and error-prone practices that are currently in use. 

Common signal processing methodologies include wavelet transformation and Fourier transformation, but these methods are not capable of managing the size of EEG data. 

Addressing the issue, this book examines new EEG signal analysis approaches with a combination of statistical techniques (e.g. random sampling, optimum allocation) and machine learning methods. The developed methods provide better results than the existing methods. The book also offers applications of the developed methodologies that have been tested on several real-time benchmark databases.

This book concludes with thoughts on the future of the field and anticipated research challenges. It gives new direction to the field of analysis and classification of EEG signals through these more efficient methodologies. Researchers and experts will benefit from its suggested improvements to the current computer-aided based diagnostic systems for the precise analysis and management of EEG signals.

More books from Springer International Publishing

Cover of the book Twisted Teichmüller Curves by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Imperialism and the Wider Atlantic by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book A Sustainable Philosophy—The Work of Bryan Norton by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book The Mexican Crack Writers by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Web-Age Information Management by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Evidence-Based Herbal and Nutritional Treatments for Anxiety in Psychiatric Disorders by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Sinus Grafting Techniques by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Birds as Useful Indicators of High Nature Value Farmlands by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Analysis and Modelling of Water Supply and Demand Under Climate Change, Land Use Transformation and Socio-Economic Development by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book VipIMAGE 2017 by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Feedback in Analog Circuits by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Modern Approaches to Agent-based Complex Automated Negotiation by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book ADAMTS13 by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Small Flying Drones by Siuly Siuly, Yan Li, Yanchun Zhang
Cover of the book Optimization Techniques in Computer Vision by Siuly Siuly, Yan Li, Yanchun Zhang
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy