Indian Streams Research Journal

Volume : III, Issue : XII, January - 2014

ANALYSIS OF EPILEPTIC SEIZURE DETECTION METHODS BASED ON PARAMETER ESTIMATION, POWER SPECTRUM DENSITY AND MORLET WAVELET TRANSFORM

P. Grace Kanmani Prince, Rani Hemamalini

DOI : 10.9780/22307850, By : Laxmi Book Publication

Abstract :

The most efficient method for detecting epileptic seizure is the analysis of EEG signals. Mean absolute deviation, median absolute deviation, variance, standard deviation, interquatile range, Skewness and kurtosis of the EEG signal are obtained and analyzed to determine which parameter estimate best suits the classification of Seizure EEG signals. The analysis of Power spectrum Density of EEG signals also demarcates the seizure EEG from the normal EEG signal. The power per frequency is higher for seizure signals when compared to the normal EEG signal. Similarly Morlet wavelet transform is chosen to analyze the frequency content on the EEG signals for epileptic seizure detection.

Keywords :

• EEG Signals
• Epileptic seizure
• parameter estimates
• Power spectral density
• wavelet transform
• EEG Signals
• Epileptic seizure
• parameter estimates
• Power spectral density
• wavelet transform
• EEG Signals
• Epileptic seizure
• parameter estimates
• Power spectral density
• wavelet transform
• EEG Signals
• Epileptic seizure
• parameter estimates
• Power spectral density
• wavelet transform
• EEG Signals
• Epileptic seizure
• parameter estimates
• Power spectral density
• wavelet transform

Article :

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• Full Text HTML

Cite This Article :

References :

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139. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
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185. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
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187. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
188. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
189. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
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193. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
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195. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
196. Volume 55, Issue 2, February 2013, Pages 237–251
197. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
198. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
199. Department Of Music Publications, Stanford University
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201. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
202. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
203. 10.1029/2000RG000092.
204. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
205. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
206. and PLP features for speaker verification using i-vectors”, Speech Communication
207. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
208. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
209. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
210. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
211. and PLP features for speaker verification using i-vectors”, Speech Communication
212. 10.1029/2000RG000092.
213. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
214. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
215. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
216. 64, 061907.
217. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
218. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
219. 10.1029/2000RG000092.
220. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
221. Volume 55, Issue 2, February 2013, Pages 237–251
222. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
223. 10.1029/2000RG000092.
224. Department Of Music Publications, Stanford University
225. 10.1029/2000RG000092.
226. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
227. (4): 470–2.
228. (4): 470–2.
229. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
230. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
231. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
232. and PLP features for speaker verification using i-vectors”, Speech Communication
233. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
234. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
235. Volume 55, Issue 2, February 2013, Pages 237–251
236. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
237. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
238. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
239. 64, 061907.
240. (4): 470–2.
241. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
242. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
243. 64, 061907.
244. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
245. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
246. and PLP features for speaker verification using i-vectors”, Speech Communication
247. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
248. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
249. and PLP features for speaker verification using i-vectors”, Speech Communication
250. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
251. Department Of Music Publications, Stanford University
252. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
253. (4): 470–2.
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255. 10.1029/2000RG000092.
256. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
257. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
258. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
259. and PLP features for speaker verification using i-vectors”, Speech Communication
260. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
261. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
262. Volume 55, Issue 2, February 2013, Pages 237–251
263. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
264. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
265. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
266. and PLP features for speaker verification using i-vectors”, Speech Communication
267. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
268. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
269. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
270. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
271. 10.1029/2000RG000092.
272. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
273. Volume 55, Issue 2, February 2013, Pages 237–251
274. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
275. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
276. (4): 470–2.
277. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
278. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
279. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
280. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
281. Volume 55, Issue 2, February 2013, Pages 237–251
282. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
283. Department Of Music Publications, Stanford University
284. 64, 061907.
285. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
286. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
287. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
288. Volume 55, Issue 2, February 2013, Pages 237–251
289. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
290. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
291. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
292. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
293. 10.1029/2000RG000092.
294. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
295. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
296. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
297. (4): 470–2.
298. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
299. (4): 470–2.
300. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
301. (4): 470–2.
302. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
303. (4): 470–2.
304. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
305. (4): 470–2.
306. 10.1029/2000RG000092.
307. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
308. (4): 470–2.
309. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
310. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
311. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
312. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
313. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
314. Department Of Music Publications, Stanford University
315. 64, 061907.
316. (4): 470–2.
317. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
318. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
319. Department Of Music Publications, Stanford University
320. 10.1029/2000RG000092.
321. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
322. Department Of Music Publications, Stanford University
323. 10.1029/2000RG000092.
324. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
325. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
326. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
327. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
328. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
329. 10.1029/2000RG000092.
330. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
331. Volume 55, Issue 2, February 2013, Pages 237–251
332. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
333. 64, 061907.
334. 10.1029/2000RG000092.
335. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
336. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
337. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
338. 64, 061907.
339. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
340. Department Of Music Publications, Stanford University
341. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
342. 10.1029/2000RG000092.
343. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
344. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
345. and PLP features for speaker verification using i-vectors”, Speech Communication
346. 10.1029/2000RG000092.
347. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
348. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
349. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
350. Volume 55, Issue 2, February 2013, Pages 237–251
351. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
352. (4): 470–2.
353. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
354. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
355. Volume 55, Issue 2, February 2013, Pages 237–251
356. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
357. 64, 061907.
358. 10.1029/2000RG000092.
359. 10.1029/2000RG000092.
360. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
361. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
362. 64, 061907.
363. 64, 061907.
364. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
365. 10.1029/2000RG000092.
366. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
367. Department Of Music Publications, Stanford University
368. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
369. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
370. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
371. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
372. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
373. Volume 55, Issue 2, February 2013, Pages 237–251
374. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
375. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
376. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
377. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
378. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
379. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
380. Volume 55, Issue 2, February 2013, Pages 237–251
381. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
382. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
383. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
384. Volume 55, Issue 2, February 2013, Pages 237–251
385. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
386. 64, 061907.
387. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
388. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
389. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
390. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
391. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
392. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
393. and PLP features for speaker verification using i-vectors”, Speech Communication
394. (4): 470–2.
395. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
396. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
397. Volume 55, Issue 2, February 2013, Pages 237–251
398. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
399. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
400. 10.1029/2000RG000092.
401. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
402. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
403. Volume 55, Issue 2, February 2013, Pages 237–251
404. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
405. 64, 061907.
406. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
407. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
408. and PLP features for speaker verification using i-vectors”, Speech Communication
409. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
410. 10.1029/2000RG000092.
411. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
412. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
413. (4): 470–2.
414. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
415. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
416. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
417. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
418. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
419. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
420. Volume 55, Issue 2, February 2013, Pages 237–251
421. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
422. 10.1029/2000RG000092.
423. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
424. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
425. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
426. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
427. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
428. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
429. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
430. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
431. Department Of Music Publications, Stanford University
432. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
433. Department Of Music Publications, Stanford University
434. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
435. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
436. 10.1029/2000RG000092.
437. Volume 55, Issue 2, February 2013, Pages 237–251
438. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
439. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
440. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
441. Department Of Music Publications, Stanford University
442. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
443. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
444. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
445. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
446. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
447. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
448. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
449. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
450. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
451. and PLP features for speaker verification using i-vectors”, Speech Communication
452. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
453. 10.1029/2000RG000092.
454. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
455. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
456. 64, 061907.
457. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
458. 10.1029/2000RG000092.
459. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
460. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
461. and PLP features for speaker verification using i-vectors”, Speech Communication
462. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
463. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
464. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
465. and PLP features for speaker verification using i-vectors”, Speech Communication
466. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
467. 10.1029/2000RG000092.
468. Department Of Music Publications, Stanford University
469. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
470. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
471. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
472. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
473. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
474. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
475. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
476. and PLP features for speaker verification using i-vectors”, Speech Communication
477. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
478. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
479. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
480. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
481. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
482. Volume 55, Issue 2, February 2013, Pages 237–251
483. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
484. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
485. 64, 061907.
486. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
487. 10.1029/2000RG000092.
488. (4): 470–2.
489. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
490. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
491. 64, 061907.
492. 10.1029/2000RG000092.
493. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
494. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
495. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
496. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
497. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
498. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
499. and PLP features for speaker verification using i-vectors”, Speech Communication
500. 64, 061907.
501. 10.1029/2000RG000092.
502. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
503. Volume 55, Issue 2, February 2013, Pages 237–251
504. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
505. Department Of Music Publications, Stanford University
506. 10.1029/2000RG000092.
507. 10.1029/2000RG000092.
508. 10.1029/2000RG000092.
509. (4): 470–2.
510. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
511. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
512. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
513. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
514. Andrzejak RG, Lehnertz K, Rieke C, Mormann F, David P, Elger CE (2001) Indications of nonlinear deterministic and finite dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state, Phys. Rev. E,
515. 64, 061907.
516. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
517. Department Of Music Publications, Stanford University
518. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
519. (4): 470–2.
520. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
521. 10.1029/2000RG000092.
522. Department Of Music Publications, Stanford University
523. 10.1029/2000RG000092.
524. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
525. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X

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