DOI Prefix : 10.9780 | Journal DOI : 10.9780/22307850
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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 :


Article :


Cite This Article :

P. Grace Kanmani Prince, Rani Hemamalini(2014). ANALYSIS OF EPILEPTIC SEIZURE DETECTION METHODS BASED ON PARAMETER ESTIMATION, POWER SPECTRUM DENSITY AND MORLET WAVELET TRANSFORM. Indian Streams Research Journal, Vol. III, Issue. XII, DOI : 10.9780/22307850, http://isrj.org/UploadedData/4013.pdf

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  248. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  249. (4): 470–2.
  250. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  251. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  252. Volume 55, Issue 2, February 2013, Pages 237–251
  253. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  254. (4): 470–2.
  255. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  256. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  257. Volume 55, Issue 2, February 2013, Pages 237–251
  258. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  259. (4): 470–2.
  260. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  261. (4): 470–2.
  262. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  263. 10.1029/2000RG000092.
  264. 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,
  265. 10.1029/2000RG000092.
  266. Department Of Music Publications, Stanford University
  267. 10.1029/2000RG000092.
  268. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  269. 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,
  270. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  271. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  272. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  273. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
  274. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  275. 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,
  276. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  277. Volume 55, Issue 2, February 2013, Pages 237–251
  278. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  279. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  280. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  281. Department Of Music Publications, Stanford University
  282. 64, 061907.
  283. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  284. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  285. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  286. 10.1029/2000RG000092.
  287. 10.1029/2000RG000092.
  288. 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,
  289. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
  290. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
  291. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
  292. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
  293. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  294. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  295. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
  296. 10.1029/2000RG000092.
  297. 10.1029/2000RG000092.
  298. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  299. 10.1029/2000RG000092.
  300. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  301. Volume 55, Issue 2, February 2013, Pages 237–251
  302. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  303. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
  304. Department Of Music Publications, Stanford University
  305. 10.1029/2000RG000092.
  306. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  307. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  308. 10.1029/2000RG000092.
  309. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  310. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  311. and PLP features for speaker verification using i-vectors”, Speech Communication
  312. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
  313. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
  314. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  315. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  316. and PLP features for speaker verification using i-vectors”, Speech Communication
  317. 10.1029/2000RG000092.
  318. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
  319. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
  320. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  321. 64, 061907.
  322. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
  323. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
  324. 10.1029/2000RG000092.
  325. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  326. Volume 55, Issue 2, February 2013, Pages 237–251
  327. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  328. 10.1029/2000RG000092.
  329. Department Of Music Publications, Stanford University
  330. 10.1029/2000RG000092.
  331. 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,
  332. (4): 470–2.
  333. (4): 470–2.
  334. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  335. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  336. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  337. and PLP features for speaker verification using i-vectors”, Speech Communication
  338. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  339. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  340. Volume 55, Issue 2, February 2013, Pages 237–251
  341. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  342. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
  343. NIST/SEMATECH e-Handbook of Statistical Methods, http://www.itl.nist.gov/div898/handbook/, 2012.
  344. 64, 061907.
  345. (4): 470–2.
  346. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  347. 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,
  348. 64, 061907.
  349. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  350. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  351. and PLP features for speaker verification using i-vectors”, Speech Communication
  352. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  353. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  354. and PLP features for speaker verification using i-vectors”, Speech Communication
  355. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
  356. Department Of Music Publications, Stanford University
  357. Ghil M., R. M. Allen, M. D. Dettinger, K. Ide, D. Kondrashov, M. E. Mann, A. Robertson, A. Saunders, Y. Tian, F. Varadi,
  358. (4): 470–2.
  359. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  360. 10.1029/2000RG000092.
  361. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
  362. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  363. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  364. and PLP features for speaker verification using i-vectors”, Speech Communication
  365. Christopher Torrence, Gilbert P. Compo, “A Practical Guide to Wavelet Analysis”, American Meteorological Society.
  366. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  367. Volume 55, Issue 2, February 2013, Pages 237–251
  368. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  369. Fisher R, van Emde Boas W, Blume W, Elger C, Genton P, Lee P, Engel J (2005)."Epileptic seizures and epilepsy: definitions
  370. Dennis Ward Ricker (2003). Echo Signal Processing, Springer. ISBN 140207395X
  371. and PLP features for speaker verification using i-vectors”, Speech Communication
  372. Linda Carroll, “Mounting Data on Epilepsy Point to Dangers of Repeated Seizures”, New York times, February 18, 2003.
  373. Julius Orion Smith, “The Periodogram”, Center For Computer Research In Music And Acoustics
  374. Md Jahangir Alam A,B, Tomi Kinnunen C, Patrick Kenny B, Pierre Ouellet B, Douglas O’Shaughnessy, “Multitaper MFCC
  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. 10.1029/2000RG000092.
  377. by spectral method and statistical analysis”, Journal of Applied Sciences 13, 2013.
  378. Volume 55, Issue 2, February 2013, Pages 237–251
  379. and P. Yiou, (2002) (PDF File). "Advanced spectral methods for climatic time series," Rev. Geophys.,40(1), pp. 3.1-3.41,
  380. D.K. Ravish, S. Shenbagadevi, S.G. Krishnamoorthy, M.K KArthikeyan, “ Detection of epileptic seizure in EEG recording
  381. (4): 470–2.
  382. Saeid Sanei, Jonathon Chambers, “EEG signal processing”, Wiley-Interscience, 2007.
  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.
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  512. proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)". Epilepsia 46
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