EEG Signal Analysis and Classification is popular PDF and ePub book, written by Siuly Siuly in 2017-01-03, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, EEG Signal Analysis and Classification can be Read Online from any device for your convenience.
EEG Signal Analysis and Classification Book PDF Summary
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. /div
Detail Book of EEG Signal Analysis and Classification PDF
- Author : Siuly Siuly
- Release : 03 January 2017
- Publisher : Springer
- ISBN : 9783319476537
- Genre : Technology & Engineering
- Total Page : 257 pages
- Language : English
- PDF File Size : 10,7 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book EEG Signal Analysis and Classification by Siuly Siuly, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.