Energy Distribution of EEG Signal Components by Wavelet Transform

Ibrahim Omerhodzic1, Samir Avdakovic2, Amir Nuhanovic3, Kemal Dizdarevic1 and Kresimir Rotim4 1Clinical Center University of Sarajevo, Department of Neurosurgery, Sarajevo 2EPC Elektroprivreda of Bosnia and Herzegovina, Sarajevo 3Faculty of Electrical Engineering, University of Tuzla, Tuzla 4University Hospital “Sisters of Charity”, Department of Neurosurgery, Zagreb 1,2,3Bosnia and Herzegovina 4Croatia

[1]  S Lefter,et al.  Epilepsy and driving: new European Union guidelines. , 2010, Irish medical journal.

[2]  S.M. Rovnyak,et al.  Dynamic event detection using wavelet analysis , 2006, 2006 IEEE Power Engineering Society General Meeting.

[3]  Kaspar Anton Schindler,et al.  Wavelet-denoising of electroencephalogram and the absolute slope method: A new tool to improve electroencephalographic localization and lateralization , 2009, Clinical Neurophysiology.

[4]  Abdulhamit Subasi,et al.  Classification of EEG signals using neural network and logistic regression , 2005, Comput. Methods Programs Biomed..

[5]  Abdulhamit Subasi,et al.  Wavelet neural network classification of EEG signals by using AR model with MLE preprocessing , 2005, Neural Networks.

[6]  Meinhard Schilling,et al.  Capacitive ECG system with direct access to standard leads and body surface potential mapping / Kapazitives EKG-System zur Messung von Standardableitungen und Body-Surface-Potential-Maps , 2009, Biomedizinische Technik. Biomedical engineering.

[7]  Mary E Harrington,et al.  Wavelet-Based Time Series Analysis of Circadian Rhythms , 2011, Journal of biological rhythms.

[8]  Hojjat Adeli,et al.  Mixed-Band Wavelet-Chaos-Neural Network Methodology for Epilepsy and Epileptic Seizure Detection , 2007, IEEE Transactions on Biomedical Engineering.

[9]  H. Adeli,et al.  Analysis of EEG records in an epileptic patient using wavelet transform , 2003, Journal of Neuroscience Methods.

[10]  B J West,et al.  Wavelet mapping of sleep spindles in young patients with epilepsy. , 2005, Journal of physiology and pharmacology : an official journal of the Polish Physiological Society.

[11]  Bassel Abou-Khalil,et al.  Atlas of EEG and seizure semiology , 2012 .

[12]  K Lehnertz,et al.  Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependence on recording region and brain state. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  I Kleinschmidt,et al.  Incidence of epilepsy , 2011, Neurology.

[14]  Yann LeCun,et al.  Classification of patterns of EEG synchronization for seizure prediction , 2009, Clinical Neurophysiology.

[15]  Daniel Rivero,et al.  Classification of EEG signals using relative wavelet energy and artificial neural networks , 2009, GEC '09.

[16]  Daniel Rivero,et al.  Automatic epileptic seizure detection in EEGs based on line length feature and artificial neural networks , 2010, Journal of Neuroscience Methods.

[17]  Samir Avdakovic,et al.  Wavelet transform applications in power system dynamics , 2012 .

[18]  J. Alonso,et al.  Diagnosis of epilepsy over the course of the disease. , 2007 .

[19]  Lucila Ohno-Machado,et al.  Logistic regression and artificial neural network classification models: a methodology review , 2002, J. Biomed. Informatics.

[20]  Rebecca L M Aylward,et al.  Epilepsy: a review of reports, guidelines, recommendations and models for the provision of care for patients with epilepsy. , 2008, Clinical medicine.

[21]  Yves Meyer,et al.  Wavelets - tools for science and technology , 1987 .

[22]  Elisson F. Cardoso,et al.  Wavelet correlation between subjects: A time-scale data driven analysis for brain mapping using fMRI , 2011, Journal of Neuroscience Methods.

[23]  Alexander Schlaefer,et al.  Prediction of Respiratory Motion with Wavelet-Based Multiscale Autoregression , 2007, MICCAI.

[24]  S. Mallat A wavelet tour of signal processing , 1998 .

[25]  Norman Delanty,et al.  Epidemiology and classification of epilepsy: gender comparisons. , 2008, International review of neurobiology.

[26]  Reza Tafreshi,et al.  A novel wavelet-based index to detect epileptic seizures using scalp EEG signals , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[27]  Eugen Trinka,et al.  Broad Sharp Waves—An Underrecognized EEG Pattern in Patients with Epileptic Seizures , 2008, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[28]  I A Basheer,et al.  Artificial neural networks: fundamentals, computing, design, and application. , 2000, Journal of microbiological methods.

[29]  Bidyut Baran Chaudhuri,et al.  Efficient training and improved performance of multilayer perceptron in pattern classification , 2000, Neurocomputing.

[30]  Lalit M. Patnaik,et al.  Epileptic EEG detection using neural networks and post-classification , 2008, Comput. Methods Programs Biomed..

[31]  A. Walker Electroencephalography, Basic Principles, Clinical Applications and Related Fields , 1982 .

[32]  K Asaduzzaman,et al.  A study on discrete wavelet-based noise removal from EEG signals. , 2010, Advances in experimental medicine and biology.

[33]  Jing Wang and Guanghua Xu,et al.  Some Highlights on Epileptic EEG Processing , 2009 .

[34]  Samir Avdakovic,et al.  Energy Distribution of EEG Signals: EEG Signal Wavelet-Neural Network Classifier , 2010, ArXiv.

[35]  M Unser,et al.  Fast wavelet transformation of EEG. , 1994, Electroencephalography and clinical neurophysiology.

[36]  H. He,et al.  A self-organizing learning array system for power quality classification based on wavelet transform , 2006, IEEE Transactions on Power Delivery.

[37]  I. Daubechies Ten Lectures on Wavelets , 1992 .

[38]  Amir Abolfazl Suratgar,et al.  Electroencephalogram signals processing for topographic brain mapping and epilepsies classification , 2010, Comput. Biol. Medicine.

[39]  Ehsan Mesbahi,et al.  Artificial neural networks: fundamentals , 2003 .

[40]  Jelena Kovacevic,et al.  Wavelets and Subband Coding , 2013, Prentice Hall Signal Processing Series.

[41]  Alfred Mertins,et al.  Signal Analysis: Wavelets, Filter Banks, Time-Frequency Transforms and Applications , 1999 .

[42]  Ernst Fernando Lopes Da Silva Niedermeyer,et al.  Electroencephalography, basic principles, clinical applications, and related fields , 1982 .

[43]  Hojjat Adeli,et al.  A Wavelet-Chaos Methodology for Analysis of EEGs and EEG Subbands to Detect Seizure and Epilepsy , 2007, IEEE Transactions on Biomedical Engineering.