Analysis of repetitive flash stimulation frequencies and record periods to detect migraine using artificial neural network

Journal of Medical Systems

Volumn 36, Issue 2, 2012, Pages 925-931

  Akben, Selahaddin Batuhan ^a   Subasi, Abdulhamit ^b   Tuncel, Deniz ^c  

^a OSMANIYE KORKUT ATA UNIVERSITY   (Turkey)

^b INTERNATIONAL BURCH UNIVERSITY   (Bosnia and Herzegovina)

^c KAHRAMANMARAS SUTCU IMAM UNIVERSITY   (Turkey)

Author keywords

Artificial neural network (ANN); Electroencephalography (EEG); Flash stimulation; Migraine

Indexed keywords

ADULT; ARTICLE; ARTIFICIAL NEURAL NETWORK; BETA RHYTHM; CLINICAL ARTICLE; CONTROLLED STUDY; DENSITY; FEMALE; FLASH STIMULATION FREQUENCY; HUMAN; MALE; MIGRAINE; NERVE STIMULATION; POWER SPECTRUM; TIME; ELECTROENCEPHALOGRAPHY; IMAGE PROCESSING; METHODOLOGY; SENSITIVITY AND SPECIFICITY;

ADULT; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MALE; MIGRAINE DISORDERS; NEURAL NETWORKS (COMPUTER); SENSITIVITY AND SPECIFICITY;

EID: 84863202436     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-010-9556-2     Document Type: Article

References (21)

1. Waters, W. E., and O'Connor, P. J., Prevalence of migraine. J. Neurol. Neurosurg. Psychiatry 38(6):613-616, 1975.
2. Ozkul, Y., Gurler, B., Bozlar, S., Uckardes, A., and Karadede, S., Flash visual evoked potentials and electroretinograms in migraine. Neuro-Ophthalmology 25(3):143-150, 2001. (Pubitemid 34025183)
3. Lia, C., Careninni, L., Degioz, C., and Bottachi, E., Computerized EEG analysis in migraine patients. Ital. J. Neurol. Sci. 16:249-254, 1995.
4. Wenzel, D., Brandl, U., and Herms, D., Visual evoked potentials in juvenile complicated migraine. Electroencephalogr. Clin. Neurophysiol. 53:59, 1982.
5. Akben, S.B., Subasi, A., Tuncel, D., Analysis of EEG signals under flash stimulation for migraine and epileptic patients. Journal Of Medical Systems DOI 10.1007/s10916-009-9379-1.
6. De Tommaso, M., Marinazzo, D., Guido, M., Libro, G., Stramaglia, S., Nitti, L., Lattanzi, G., Angelini, L., and Pellicoro, M., Visually evoked phase synchronization changes of alpha rhythm in migraine: correlations with clinical features. Int. J. Psychophysiol. 57(3):203-210, 2005. (Pubitemid 41139883)
7. Genco, S., de Tommaso, M., Prudenzano, A. M. P., Savarese, M., and Puca, F. M., EEG features in juvenile migraine: topographic analysis of spontaneous and visual evoked brain electrical activity: a comparison with adult migraine. Cephalalgia 14:41-46, 1994. (Pubitemid 24109970)
8. Spreafico, C., Frigerio, R., Santoro, P., Ferrarese, C., and Agostoni, E., Visual evoked potentials in migraine. Neurol. Sci. 25:288-290, 2004.
9. Alberti, A., Mazzotta, G., Galletti, F., and Sarchielli, P., Electroencephalographic brain mapping and migraine. J. Headache Pain 5:47-50, 2004.
10. De Tommaso, M., Stramaglia, S., Schoffelen, J. M., Guido, M., Libro, G., Losito, L., Sciruicchio, V., Sardaro, M., Pellicoro, M., and Puca, F. M., Steady-state visual evoked potentials in the low frequency range in migraine: a study of habituation and variability phenomena. Int. J. Psychophysiol. 49:165-174, 2003. (Pubitemid 36952682)
11. Bellotti, R., De Carlo, F., de Tommaso, M., and Lucente, M., Classification of spontaneous EEG signals in migraine. Physica A 382:549-556, 2007. (Pubitemid 46936080)
12. Adeli, H., Zhou, Z., and Dadmehr, N., Analysis of EEG records in an epileptic patient using wavelet transform. J. Neurosci. Methods 123(1):69-87, 2003. (Pubitemid 36173654)
13. Kannathal, N., Rajendra, A. U., Paul, J., and Ng, E. Y. K., Analysis of EEG signals with and without reflexology using FFT and auto regressive modelling techniques. J. Chin. Clin. Med. 1 (1):12-20, 2006.
14. Proakis, J. G., and Manolakis, D. G., Digital signal processing principles, algorithms, and applications. Prentice-Hall, New Jersey, 1996.
15. Kay, S. M., and Marple, S. L., Spectrum analysis-A modern perspective. IEEE. 69(11):1380-1419, 1981.
16. Kay, S. M., Modern spectral estimation: theory and application. Prentice-Hall, New Jersey, 1988.
17. Stoica, P., and Moses, R., Introduction to spectral analysis, Chapter 3. Prentice-Hall, New Jersey, 1997.
18. Isaksson, A., Wennberg, A., and Zetterberg, L. H., Computer analysis of EEG signals with 4 parametric models. Proc. IEEE 69 (4):451-461, 1981. (Pubitemid 11107668)
19. Akaike, H., A new look at the statistical model identification. IEEE Trans. Autom. Control AC. 19:716-723, 1974.
20. Fausett, L., Fundamentals of neural networks architectures, algorithms, and applications. Prentice Hall, Englewood Cliffs, NJ, 1994.
21. Miller, A. S., Blott, B. H., and Hames, T. K., Review of neural network applications in medical imaging and signal processing. Med. Biol. Eng. Comput. 30:449-464, 1992.