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Fuzzy Genetic Algorithms, SVM Methods for Epilepsy Classification (Paperback) Loot Price: R1,296
Discovery Miles 12 960
Fuzzy Genetic Algorithms, SVM Methods for Epilepsy Classification (Paperback): Harikumar Rajaguru, Vijayakumar Thangavel,...

Fuzzy Genetic Algorithms, SVM Methods for Epilepsy Classification (Paperback)

Harikumar Rajaguru, Vijayakumar Thangavel, Vinoth Kumar Bojan

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Loot Price R1,296 Discovery Miles 12 960 | Repayment Terms: R121 pm x 12*

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Epileptic seizures result from a sudden electrical disturbance to the brain. Approximately one in every 100 persons will experience a seizure at some time in their life. In this work, we propose a genetic algorithm, SVM based fuzzy knowledge integration framework that is used for classification of risk level of epilepsy in diabetic patients from Electroencephalogram (EEG) signals. A statistical analysis of the EEG signal to indicate the onset of epilepsy based on chi square tests and control limits. Ten known diabetic patients with raw EEG recording are studied. Chapter 1 introduces the features of EEG signals and focus of the research. Chapter 2 discusses about Statistical analysis and quantification of Diabetic epilepsy risk through Chi-square tests. Chapter 3 reviews the fundamentals of fuzzy systems. Chapter 4 enumerates the Genetic algorithms for optimization of epilepsy risk levels. SVM techniques as a post classifier for epilepsy detection are discussed in Chapter 5. Results are discussed in Chapter 6. Chapter 7 brings out the conclusion. Chapter 8 shows the Future scope. This monograph is useful for all Engineering undergraduate, graduates students and practicing engineers.

General

Imprint: Lap Lambert Academic Publishing
Country of origin: Germany
Release date: May 2012
First published: May 2012
Authors: Harikumar Rajaguru • Vijayakumar Thangavel • Vinoth Kumar Bojan
Dimensions: 229 x 152 x 7mm (L x W x T)
Format: Paperback - Trade
Pages: 116
ISBN-13: 978-3-659-13324-4
Categories: Books > Professional & Technical > Electronics & communications engineering > Electronics engineering > General
LSN: 3-659-13324-8
Barcode: 9783659133244

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