EEG Brain Signal Classification for Epileptic Seizure Disorder Detection

Written By Sandeep Kumar Satapathy
EEG Brain Signal Classification for Epileptic Seizure Disorder Detection
  • Publsiher : Academic Press
  • Release : 10 February 2019
  • ISBN : 0128174277
  • Pages : 134 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKEEG Brain Signal Classification for Epileptic Seizure Disorder Detection


Read or download book entitled EEG Brain Signal Classification for Epileptic Seizure Disorder Detection written by Sandeep Kumar Satapathy which was release on 10 February 2019, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: EEG Brain Signal Classification for Epileptic Seizure Disorder Detection provides the knowledge necessary to classify EEG brain signals to detect epileptic seizures using machine learning techniques. Chapters present an overview of machine learning techniques and the tools available, discuss previous studies, present empirical studies on the performance of the NN and SVM classifiers, discuss RBF neural networks trained with an improved PSO algorithm for epilepsy identification, and cover ABC algorithm optimized RBFNN for classification of EEG signal. Final chapter present future developments in the field. This book is a valuable source for bioinformaticians, medical doctors and other members of the biomedical field who need the most recent and promising automated techniques for EEG classification. Explores machine learning techniques that have been modified and validated for the purpose of EEG signal classification using Discrete Wavelet Transform for the identification of epileptic seizures Encompasses machine learning techniques, providing an easily understood resource for both non-specialized readers and biomedical researchers Provides a number of experimental analyses, with their results discussed and appropriately validated

EEG Brain Signal Classification for Epileptic Seizure Disorder Detection

EEG Brain Signal Classification for Epileptic Seizure Disorder Detection
  • Author : Sandeep Kumar Satapathy,Satchidananda Dehuri,Alok Kumar Jagadev,Shruti Mishra
  • Publisher : Academic Press
  • Release Date : 2019-02-10
  • Total pages : 134
  • ISBN : 0128174277
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Summary : EEG Brain Signal Classification for Epileptic Seizure Disorder Detection provides the knowledge necessary to classify EEG brain signals to detect epileptic seizures using machine learning techniques. Chapters present an overview of machine learning techniques and the tools available, discuss previous studies, present empirical studies on the performance of the NN ...

Brain Seizure Detection and Classification Using Electroencephalographic Signals

Brain Seizure Detection and Classification Using Electroencephalographic Signals
  • Author : Varsha K. Harpale,Vinayak Bairagi
  • Publisher : Academic Press
  • Release Date : 2021-07-15
  • Total pages : 232
  • ISBN : 0128174277
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Summary : Electroencephalogram (EEG) remains the most immediate, simple, and rich source of information for understanding phenomena related to brain electrical activities. The objective of the book is to analyze the EEG signals to observe abnormalities of brain activities called epileptic seizure. Seizure is a neurological disorder in which too many neurons ...

KNN Classifier and K Means Clustering for Robust Classification of Epilepsy from EEG Signals A Detailed Analysis

KNN Classifier and K Means Clustering for Robust Classification of Epilepsy from EEG Signals  A Detailed Analysis
  • Author : Harikumar Rajaguru,Sunil Kumar Prabhakar
  • Publisher : Anchor Academic Publishing
  • Release Date : 2017-05
  • Total pages : 56
  • ISBN : 0128174277
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Summary : Epilepsy is a chronic disorder, the hallmark of which is recurrent, unprovoked seizures. Many people with epilepsy have more than one type of seizures and may have other symptoms of neurological problems as well. Epilepsy is caused due to sudden recurrent firing of the neurons in the brain. The symptoms ...

Cumulated Index Medicus

Cumulated Index Medicus
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1999
  • Total pages : 212
  • ISBN : 0128174277
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Summary : Download or read online Cumulated Index Medicus written by , published by which was released on 1999. Get Cumulated Index Medicus Books now! Available in PDF, ePub and Kindle....

EEG Signal Processing

EEG Signal Processing
  • Author : Saeid Sanei,Jonathon A. Chambers
  • Publisher : John Wiley & Sons
  • Release Date : 2013-05-28
  • Total pages : 312
  • ISBN : 0128174277
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Summary : Electroencephalograms (EEGs) are becoming increasingly important measurements of brain activity and they have great potential for the diagnosis and treatment of mental and brain diseases and abnormalities. With appropriate interpretation methods they are emerging as a key methodology to satisfy the increasing global demand for more affordable and effective clinical ...

Epilepsy Abstracts

Epilepsy Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1987
  • Total pages : 212
  • ISBN : 0128174277
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Summary : Download or read online Epilepsy Abstracts written by , published by which was released on 1987. Get Epilepsy Abstracts Books now! Available in PDF, ePub and Kindle....

EEG ERP Analysis

EEG ERP Analysis
  • Author : Kamel Nidal,Aamir Saeed Malik
  • Publisher : CRC Press
  • Release Date : 2014-10-23
  • Total pages : 334
  • ISBN : 0128174277
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Summary : Changes in the neurological functions of the human brain are often a precursor to numerous degenerative diseases. Advanced EEG systems and other monitoring systems used in preventive diagnostic procedures incorporate innovative features for brain monitoring functions such as real-time automated signal processing techniques and sophisticated amplifiers. Highlighting the US, Europe, ...

Indexes to the Epilepsy Accessions of the Epilepsy Information System 40001 50000

Indexes to the Epilepsy Accessions of the Epilepsy Information System  40001 50000
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1982
  • Total pages : 212
  • ISBN : 0128174277
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Summary : "Most of the current scientific literature on the subject, as well as much of the pertinent past literature." Worldwide coverage. Includes monographic and serial literature. Classified arrangement. Each entry gives bibliographical information and classification codes....

EMBC 2004

EMBC 2004
  • Author : IEEE Engineering in Medicine and Biology Society. Conference,IEEE Engineering in Medicine and Biology Society
  • Publisher : IEEE Computer Society Press
  • Release Date : 2004
  • Total pages : 5459
  • ISBN : 0128174277
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Summary : "IEEE Catalog Number: 04CH37558"--T.p. verso....

Computational Vision and Bio Inspired Computing

Computational Vision and Bio Inspired Computing
  • Author : S. Smys,João Manuel R. S. Tavares,Valentina Emilia Balas,Abdullah M. Iliyasu
  • Publisher : Springer Nature
  • Release Date : 2020-01-06
  • Total pages : 1413
  • ISBN : 0128174277
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Summary : This proceedings book presents state-of-the-art research innovations in computational vision and bio-inspired techniques. Due to the rapid advances in the emerging information, communication and computing technologies, the Internet of Things, cloud and edge computing, and artificial intelligence play a significant role in the computational vision context. In recent years, computational ...

Automated Epileptic Seizure Onset Detection

Automated Epileptic Seizure Onset Detection
  • Author : Arvind Dorai
  • Publisher : Unknown
  • Release Date : 2009
  • Total pages : 96
  • ISBN : 0128174277
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Summary : Epilepsy is a serious neurological disorder characterized by recurrent unprovoked seizures due to abnormal or excessive neuronal activity in the brain. An estimated 50 million people around the world suffer from this condition, and it is classified as the second most serious neurological disease known to humanity, after stroke. With early ...

The Metabolic Molecular Bases of Inherited Disease

The Metabolic   Molecular Bases of Inherited Disease
  • Author : Charles R. Scriver
  • Publisher : New York ; Montreal : McGraw-Hill
  • Release Date : 2001
  • Total pages : 6338
  • ISBN : 0128174277
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Summary : Presents clinical, biochemical, and genetic information concerning those metabolic anomalies grouped under inborn errors of metabolism....

Early Detection of Neurological Disorders Using Machine Learning Systems

Early Detection of Neurological Disorders Using Machine Learning Systems
  • Author : Paul, Sudip,Bhattacharya, Pallab,Bit, Arindam
  • Publisher : IGI Global
  • Release Date : 2019-06-28
  • Total pages : 376
  • ISBN : 0128174277
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Summary : While doctors and physicians are more than capable of detecting diseases of the brain, the most agile human mind cannot compete with the processing power of modern technology. Utilizing algorithmic systems in healthcare in this way may provide a way to treat neurological diseases before they happen. Early Detection of ...

Techniques in Clinical Neurophysiology

Techniques in Clinical Neurophysiology
  • Author : Ray Cooper (BSc, PhD.),C. D. Binnie,Richard Billings (PhD, MSc.)
  • Publisher : Churchill Livingstone
  • Release Date : 2005
  • Total pages : 428
  • ISBN : 0128174277
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Summary : Offers a complete exploration of clinical techniques associated with the neurosciences, building from a strong foundation in neuroanatomy and neurophysiology. Straightforward discussions explain exactly how to undertake appropriate neurophysiological investigations. Both biological and electrical scientific principles are addressed, as well as recording techniques, electrical potentials in normal subjects, and ways ...

Excerpta medica Section 22 Human genetics

Excerpta medica  Section 22  Human genetics
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1979
  • Total pages : 212
  • ISBN : 0128174277
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Summary : Download or read online Excerpta medica Section 22 Human genetics written by , published by which was released on 1979. Get Excerpta medica Section 22 Human genetics Books now! Available in PDF, ePub and Kindle....