Impact of patient-specificity on seizure onset detection performance

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 4110-4114

  Shoeb, Ali ^a   Bourgeois, Blaise ^b   Treves, S Ted ^b   Schachter, Steven C ^c   Guttag, John ^a  

^a USA

^b BOSTON CHILDREN S HOSPITAL   (United States)

^c BETH ISRAEL DEACONESS MEDICAL CENTER   (United States)

Author keywords

EEG; Epilepsy; Seizure detection; Support vector machines

Indexed keywords

EPILEPSY; SEIZURE DETECTION;

ELECTROENCEPHALOGRAPHY; PATIENT MONITORING; SUPPORT VECTOR MACHINES;

MEDICAL PROBLEMS;

ADOLESCENT; ARTICLE; BIOLOGICAL MODEL; CHILD; COMPUTER PROGRAM; ELECTROENCEPHALOGRAPHY; FEMALE; HUMAN; MALE; METHODOLOGY; PATHOPHYSIOLOGY; PREDICTIVE VALUE; PRESCHOOL CHILD; SEIZURE; SIGNAL PROCESSING;

ADOLESCENT; CHILD; CHILD, PRESCHOOL; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MODELS, BIOLOGICAL; PREDICTIVE VALUE OF TESTS; SEIZURES; SIGNAL PROCESSING, COMPUTER-ASSISTED; SOFTWARE;

EID: 57649146950     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353240     Document Type: Conference Paper

References (13)

1. Barbara Cysyk, Jehuda P. Sepkuty, Ronald P. Lesser, and Ali C. Civelek. "Truly Ictal SPECT is of Major Importance For Reliable Localization of Seizure Focus." Epilepsia, Vol. 38, Supplement 8:146, 1997.
2. Steven C. Schachter, Clifford B. Saper. "Vagus Nerve Stimulation" Epilepsia, Vol. 39, Issue 7: 677-686, 1998.
3. Edward J. Hammond, Basim M. Uthman, Steven A. Reid, and B.J. Wilder. "Electrophysiological Studies of Cervical Vagus Nerve Stimulation in Humans: I. EEO Effects." Epilepsia, Vol. 33, Issue 6: 1013-1020, 1992.
4. Qu Hao, Jean Gotman. "A patient-specific algorithm for the detection of seizure onset in long-term EEG monitoring: possible use as a warning device." IEEE Trans. Biomedical Engineering, Volume 52, Issue 8, Aug. 2005: 1390 - 1396
5. Ali Shoeb, Herman Edwards, Jack Connolly, Blaise Bourgeois, S. Ted Treves, and John Guttag. "Patient-Specific Seizure Onset Detection" Epilepsy and Behavior Vol. 5, Issue 4: 483-498, 2004.
6. M.E. Saab, Jean Gotman. "A system to detect the onset of epileptic seizures in scalp EEO." Clinical Neurophysiology 116: 427-442, 2005.
7. Scott B. Wilson, Mark L. Scheuer, Ronald O. Emerson, Andrew J. Gabor. "Seizure Detection: Evaluation of the Reveal algorithm." Clinical Neurophysiology 115: 2280-2291, 2004.
8. A.J. Gabor, R.R. Leach, F.U. Dowla. "Automated seizure detection using a self-organizing neural network." Electroencephalography and Clinical Neurophysiology 99: 257-266, 1996.
9. N. Cristianini, J. Shawe-Taylor. Support Vector Machines and Other Kernel-based Learning Methods. Cambridge, UK: Cambridge University Press 2000.
10. B. Schölkopf, J. Platt, J. Shawe-Taylor, A. Smola, and R. Williamson. "Estimating the Support of a High-dimensional Distribution." Microsoft Research, Redmond, WA, USA MSR-TR-99-87, 1999.
11. A. Gardner, A.M. Krieger, G. Vachtsevanos, B. Litt. "One-Class Novelty Detection for Seizure Analysis from Intracranial EEG." Journal of Machine Learning Research 7 (200): 1025-1044.
12. Light software package: http://svmlight.joachims.org/
13. LIBSVM software package: http://www.csie.ntu.edu.tw/~cjlin/libsvm/