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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

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, http://isrj.org/UploadedData/4013.pdf

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