EEG Signal Analysis and Classification : Techniques and Applications /: Techniques and Applications. (2016)

• Record Type: Book
• Further Information: Note: By Siuly Siuly, Yan Li, Yanchun Zhang.
• Authors: Siuly, Siuly; Li, Yan; Zhang, Yanchun
• Other Names: École nationale supérieure des beaux-arts (France)
• Contents: Electroencephalogram (EEG) and its background -- Significance of EEG signals in medical and health research -- Objectives and structures of the book -- Random sampling in the detection of epileptic EEG signals -- A novel clustering technique for the detection of epileptic seizures -- A statistical framework for classifying epileptic seizure from multi-category EEG signals -- Injecting principal component analysis with the OA scheme in the epileptic EEG signal classification -- Cross-correlation aided logistic regression model for the identification of motor imagery EEG signals in BCI applications -- Modified CC-LR Algorithm for identification of MI based EEG signals -- Improving prospective performance in the MI recognition: LS-SVM with tuning hyper parameters -- Comparative study: Motor area EEG and All-channels EEG -- Optimum allocation aided Naive Bayes based learning process for the detection of MI tasks -- Summary discussions on the methods, future directions and conclusions.
• Publisher Details: Cham : Springer International Publishing Imprint: Springer
• Publication Date: 2016
• Extent: 1 online resource (257 pages)
• Subjects: 530.82; Engineering; Medical informatics; Artificial intelligence; Image processing; Biomedical engineering; Engineering; Signal, Image and Speech Processing; Health Informatics; Artificial Intelligence (incl. Robotics); Biomedical Engineering; Image Processing and Computer Vision; Information Systems Applications (incl. Internet); Electronics -- Research; Artificial intelligence; Biomedical engineering; Engineering; Image processing; Medical informatics; Medical -- General; Computers -- Intelligence (AI) & Semantics; Technology & Engineering -- Engineering (General); Computers -- Computer Graphics; Computers -- Information Technology; Health & safety aspects of IT; Artificial intelligence; Biomedical engineering; Image processing; Information retrieval; Medical records_xData processing; Computer vision; Technology & Engineering -- Electronics -- General; Imaging systems & technology; Electronic books; Electronic books
• Languages: English
• ISBNs: 9783319476537; 9783319476520; 3319476521
• Related ISBNs: 331947653X
• Notes: Note: Includes bibliographical references.; Note: Description based on online resource; title from PDF title page (ebrary, viewed January 12, 2017).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.