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
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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 EEG Signals

Brain Seizure Detection and Classification Using EEG Signals
  • Author : Varsha K. Harpale,Vinayak Bairagi
  • Publisher : Academic Press
  • Release Date : 2021-09-17
  • Total pages : 176
  • ISBN : 0128174277
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Summary : Brain Seizure Detection and Classification Using Electroencephalographic Signals presents EEG signal processing and analysis with high performance feature extraction. The book covers the feature selection method based on One-way ANOVA, along with high performance machine learning classifiers for the classification of EEG signals in normal and epileptic EEG signals. In ...

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 ...

Brain Seizure Detection and Classification Using EEG Signals

Brain Seizure Detection and Classification Using EEG Signals
  • Author : Varsha K. Harpale,Vinayak Bairagi
  • Publisher : Elsevier
  • Release Date : 2021-10
  • Total pages : 176
  • ISBN : 0128174277
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Summary : Brain Seizure Detection and Classification Using Electroencephalographic Signals presents EEG signal processing and analysis with high performance feature extraction. The book covers the feature selection method based on One-way ANOVA, along with high performance machine learning classifiers for the classification of EEG signals in normal and epileptic EEG signals. In ...

Transfer and Multitask Learning Methods for Improving Brain Signal Analysis

Transfer and Multitask Learning Methods for Improving Brain Signal Analysis
  • Author : Boyu Wang
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN : 0128174277
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Summary : "The human brain is one of the most complicated biological systems in the world. The brain activities measured by various signals such as electroencephalogram (EEG), electrocorticogram (ECoG), and functional magnetic resonance imaging (fMRI) provide avenues that can help understand the underlying mechanisms of the brain as well as diagnosis brain ...

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 ...

Comprehensive Analysis of Extreme Learning Machine and Continuous Genetic Algorithm for Robust Classification of Epilepsy from EEG Signals

Comprehensive Analysis of Extreme Learning Machine and Continuous Genetic Algorithm for Robust Classification of Epilepsy from EEG Signals
  • Author : Harikumar Rajaguru,Sunil Kumar Prabhakar
  • Publisher : Anchor Academic Publishing
  • Release Date : 2017-01
  • Total pages : 36
  • ISBN : 0128174277
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Summary : Epilepsy is a common and diverse set of chronic neurological disorders characterized by seizures. It is a paroxysmal behavioral spell generally caused by an excessive disorderly discharge of cortical nerve cells of the brain. Epilepsy is marked by the term “epileptic seizures”. Epileptic seizures result from abnormal, excessive or hyper-synchronous ...

Computational Intelligence Techniques in Diagnosis of Brain Diseases

Computational Intelligence Techniques in Diagnosis of Brain Diseases
  • Author : Sasikumar Gurumoorthy,Naresh Babu Muppalaneni,Xiao-Zhi Gao
  • Publisher : Springer
  • Release Date : 2017-09-05
  • Total pages : 70
  • ISBN : 0128174277
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Summary : This book highlights a new biomedical signal processing method of extracting a specific underlying signal from possibly noisy multi-channel recordings, and shows that the method is suitable for extracting independent components from the measured electroencephalogram (EEG) signal. The system efficiently extracts memory spindles and is also effective in Alzheimer seizures. ...

EEG Signal Processing and Machine Learning

EEG Signal Processing and Machine Learning
  • Author : Saeid Sanei,Jonathon A. Chambers
  • Publisher : John Wiley & Sons
  • Release Date : 2021-12-01
  • Total pages : 752
  • ISBN : 0128174277
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Summary : Explore cutting edge techniques at the forefront of electroencephalogram research and artificial intelligence from leading voices in the field The newly revised Second Edition of EEG Signal Processing and Machine Learning delivers an inclusive and thorough exploration of new techniques and outcomes in electroencephalogram (EEG) research in the areas of ...

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, ...

Management of Epilepsy

Management of Epilepsy
  • Author : Mintaze Kerem Günel
  • Publisher : BoD – Books on Demand
  • Release Date : 2011-09-15
  • Total pages : 206
  • ISBN : 0128174277
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Summary : Epilepsy is one of the most common neurological disorders, with a prevalence of 4-10/1000. The book contains the practical methods to approaching the classification and diagnosis of epilepsy, and provides information on management. Epilepsy is a comprehensive book which guides the reader through all aspects of epilepsy, both practical and ...

Databases Theory and Applications

Databases Theory and Applications
  • Author : Muhammad Aamir Cheema,Wenjie Zhang,Lijun Chang
  • Publisher : Springer
  • Release Date : 2016-09-20
  • Total pages : 486
  • ISBN : 0128174277
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Summary : This book constitutes the refereed proceedings of the 27th Australasian Database Conference, ADC 2016, held in Sydney, NSW, Australia, in September 2016. The 33 full papers presented together with 11 demo papers were carefully reviewed and selected from 55 submissions. The mission of ADC is to share novel research solutions to problems of today’s ...

Epilepsy

Epilepsy
  • Author : Dejan Stevanovic
  • Publisher : BoD – Books on Demand
  • Release Date : 2012-02-29
  • Total pages : 288
  • ISBN : 0128174277
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Summary : With the vision of including authors from different parts of the world, different educational backgrounds, and offering open-access to their published work, InTech proudly presents the latest edited book in epilepsy research, Epilepsy: Histological, electroencephalographic, and psychological aspects. Here are twelve interesting and inspiring chapters dealing with basic molecular and ...

Intelligent Internet of Things

Intelligent Internet of Things
  • Author : Farshad Firouzi,Krishnendu Chakrabarty,Sani Nassif
  • Publisher : Springer Nature
  • Release Date : 2020-01-21
  • Total pages : 647
  • ISBN : 0128174277
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Summary : This holistic book is an invaluable reference for addressing various practical challenges in architecting and engineering Intelligent IoT and eHealth solutions for industry practitioners, academic and researchers, as well as for engineers involved in product development. The first part provides a comprehensive guide to fundamentals, applications, challenges, technical and economic ...

Adaptive Processing of Brain Signals

Adaptive Processing of Brain Signals
  • Author : Saeid Sanei
  • Publisher : John Wiley & Sons
  • Release Date : 2013-05-28
  • Total pages : 472
  • ISBN : 0128174277
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Summary : In this book, the field of adaptive learning and processing is extended to arguably one of its most important contexts which is the understanding and analysis of brain signals. No attempt is made to comment on physiological aspects of brain activity; instead, signal processing methods are developed and used to ...