Classification of normal and epileptic EEG signal using time amp; Frequency domain features through artificial neural network

Proceedings - 2012 International Conference on Advances in Computing and Communications, ICACC 2012

Volumn , Issue , 2012, Pages 98-101

  Anusha, K S ^a   Mathews, Mathew T ^a   Puthankattil, Subha D ^a  

^a NATIONAL INSTITUTE OF TECHNOLOGY CALICUT   (India)

Author keywords

Artificial Neural Network; Electroencephalogram (EEG); Epilepsy; Feedforward network; seizure detection

Indexed keywords

BRAIN DISORDERS; BROAD SPECTRUM; DATA SETS; DETECTION SYSTEM; EEG SIGNALS; EPILEPSY; EPILEPTIC EEG; EPILEPTIC SPIKES; FEED-FORWARD ARTIFICIAL NEURAL NETWORKS; FEED-FORWARD NETWORK; FREQUENCY DOMAINS; GERMANY; NEURONAL ACTIVITIES; SEIZURE DETECTION; SELF ADAPTATION; SINGLE CHANNELS; SLIDING WINDOW TECHNIQUES; TRANSIENT DISTURBANCES;

BRAIN; NEURAL NETWORKS; NEUROLOGY; PATTERN RECOGNITION;

ELECTROENCEPHALOGRAPHY;

EID: 84867966842     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICACC.2012.21     Document Type: Conference Paper

References (7)

1. Gotman, J, "Automatic recognition of epileptic seizure in the EEG", Electroencephalograph and Clinical Neurophysiology, 54, 530-540, 1982. (Pubitemid 13244246)
2. W. Weng, K. Khorasani, "An Adaptive Structure Neural Networks with Application to EEG Automatic Seizure Detection", Volume 9, Issue 7, October 1996, Pages 1223-1240.
3. Gotman, J, "Seizure recognition and analysis" Long-term monitoring in epilepsy, electroencephalograph and clinical neurophysiology, SuppL 37. Amsterdam: Elsevier.
4. http://epileptologie-bonn.de/cms/front-content.php?idcat=193&lang= 3&changelang=3
5. Abdulhamit Subasi A, M. Kemal Kiymik A, Ahmet Alkan A, Etem Koklukaya B, "Neural Network Classification Of EEG Signals By Using AR With MLE Preprocessing For Epileptic Seizure Detection." Volume 10, No. 1, pp. 57-70, 2005.
6. R G Andrzejak, K Lehnertz, F Mormann, C Rieke, P David, C E Elger, "Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependence on recording region and brain state", Volume: 64, Issue: 6, November 2011.
7. Maarten-Jan Hoeve, Berend Jan van der Zwaag, Michiel van Burik, Kees Slump and Richard Jones, "Detecting Epileptic Seizure Activity in the EEG by Independent Component Analysis", 14th Workshop on Circuits, Systems and Signal Processing, 26-27 November 2003.