Detecting temporal lobe seizures from scalp EEG recordings: A comparison of various features

Clinical Neurophysiology

Volumn 116, Issue 10, 2005, Pages 2480-2489

  Van Putten, Michel J A M ^a   Kind, Taco ^b   Visser, Frank ^b   Lagerburg, Vera ^b  

^a MEDISCH SPECTRUM TWENTE   (Netherlands)

^b DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Brain symmetry index (BSI); Classifiers; Continuous EEG monitoring; Feature extraction; Seizure detection

Indexed keywords

ADOLESCENT; ADULT; ARTICLE; CLINICAL ARTICLE; CLINICAL FEATURE; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC VALUE; ELECTROENCEPHALOGRAPHY; EPILEPTIC DISCHARGE; FEMALE; HUMAN; MALE; OBSERVER VARIATION; PRIORITY JOURNAL; SCHOOL CHILD; TEMPORAL LOBE EPILEPSY;

ADOLESCENT; ADULT; ALGORITHMS; CHILD; CORTICAL SYNCHRONIZATION; ELECTROENCEPHALOGRAPHY; EPILEPSY, TEMPORAL LOBE; FALSE POSITIVE REACTIONS; FEMALE; FUNCTIONAL LATERALITY; HUMANS; MALE; ROC CURVE; SEIZURES;

EID: 24644444651     PISSN: 13882457     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.clinph.2005.06.017     Document Type: Article

References (42)

1. R. Agarwal, J. Gotman, D. Flanagan, and B. Rosenblatt Automatic EEG analysis during long-term monitoring in the ICU Electroencephalogr Clin Neurophysiol 107 1998 44 58
2. J. Bhattacharya Complexity analysis of spontaneous EEG Acta Neurobiol Exp 60 2000 495 501
3. J. Claassen, S.A. Mayer, R.G. Kowalski, R.G. Emerson, and L.J. Hirsch Detection of electrographic seizures with continuous EEG monitoring in critically ill patients Neurology 62 2004 1743 1748
4. S. Faul, G. Boylan, S. Connolly, L. Marnane, and G. Lightbody An evaluation of automated neonatal seizure detection methods Clin Neurophysiol 116 7 2005 1533 1541
5. D. Gabor Theory of communication J IEE 93 1946 429 457
6. A. Gabor Seizures detection using a self organizing neural network: validation and comparison with other detection strategies Electroencephalogr Clin Neurophysiol 107 1998 27 32
7. J. Gotman Automatic detection of seizures and spikes J Clin Neurophysiol 16 2 1999 130 140
8. J. Gotman The treatment of epilepsy: principles and practice Ch. computer-assisted data collection and analysis 2001 Lippincott Williams & Wilkins Philadelphia, PA pp. 209-24
9. M. Harrison, M. Frei, and I. Osorio Accumulated energy revisited Clin Neurophysiol 116 3 2005 527 531
10. J. Iriarte, E. Urrestaruzu, M. Valencia, M. Alegre, A. Malanda, C. Viteri, and J. Artieda Independent component analysis as a tool to eliminate artifacts in EEG: a quantitative study J Clin Neurophysiol 20 4 2003 249 257
11. K.K. Jerger, T.I. Netoff, J.T. Francis, T. Sauer, L. Pecora, S.L. Weinstein, and S.J. Schiff Early seizure detection J Clin Neurophysiol 8 3 2001 259 268
12. K.K. Jerger, S.L. Weinstein, T. Sauer, and S.J. Schiff Multivariate linear discrimination of seizures Clin Neurophysiol 116 3 2005 545 551
13. K. Jordan Continuous EEG and evoked potential monitoring in the neuroscience intensive care unit J Clin Neurophysiol 10 4 1993 445 475
14. K. Jordan Continuous eeg monitoring in the neuroscience intensive care unit and emergency department J Clin Neurophysiol 16 1 1999 14 39
15. J. Kay Continuous EEG monitoring in the intensive care unit Can J Neurol Sci 25 1998 S12 S15
16. L.L. Kull, and R.G. Emerson Continuous EEG monitoring in the intensive care unit: technical and staffing considerations J Clin Neurophysiol 22 2005 107 118
17. T.-W. Lee Independent component analysis: theory and applications 1998 Kluwer Academic Publishers
18. M. Le Van Quyen, J. Martinerie, M. Baulac, and F. Varela Anticipating epileptic seizures in real time by a non-linear analysis of similarity between EEG recordings NeuroReport 10 10 1999 2149 2155
19. M. Le Van Quyen, J. Foucher, J.-P. Lachaux, E. Rodriguez, A. Lutz, J. Martinerie, and F.J. Varela Comparision of Hilbert transform and wavelet methods for the analysis of neuronal synchrony J Neurosci Methods 111 2001 83 98
20. M. Le Van Quyen, J. Soss, V. Navarro, R. Robertson, M. Chavez, M. Baulac, and J. Martinerie Preictal state identification by synchronization changes in long-term intracranial EEG recordings Clin Neurophysiol 116 3 2005 559 568
21. S. Makeig EEGLAB: ICA toolbox for psychophysiological research 2000 Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of San Diego California [WWW Site www.sccn.ucsd.edu/eeglab/ ]
22. L. Meng, M.G. Frei, I. Osorio, G. Strang, and T.Q. Nguyen Gaussian mixture models of ECoG signal features for improved detection of epileptic seizures Med Eng Phys 26 5 2004 379 393
23. S. Morgera Information theoretic complexity and its relation to pattern recognition IEEE Trans Syst Man Cybernet 15 1985 608 619
24. F. Mormann, T. Kreuz, R.G. Andrzejak, P. David, K. Lehnertz, and C.E. Elgar Epileptic seizures are preceded by a decrease in synchronization Epilepsy Res 53 3 2003 173 185
25. V. Navarro, J. Martinerie, M. Le Van Quyen, S. Clemenceau, C. Adam, M. Baulac, and F. Varela Seizure anticipation in human neocortical partial epilepsy Brain 125 3 2002 640 655
26. Nuwer MR. Continuous EEG monitoring in the intensive care unit. Electroencephalogr Clin Neurophysiol Suppl 1999;50:150-55.
27. Prior PF, Maynard DE. Monitoring cerebral function. Long-term monitoring of EEG and evoked potentials. Elsevier Science Publishers (Amsterdam); 1986.
28. H. Qu, and J. Gotman A patient-specific algorithm for the detection of seizure onset in long-term EEG monitoring: possible use as a warning device IEEE Trans Biomed Eng 44 2 1997 115 122
29. M. Saab, and J. Gotman A system to detect the onset of epileptic seizures in scalp EEG Clin Neurophysiol 116 2005 427 442
30. M. Scheuer Continuous EEG monitoring in the intensive care unit Epilepsia 43 Suppl. 3 2002 114 127
31. A. Shoeb, H. Edwards, J. Connolly, B. Bourgeois, S.T. Treves, and J. Guttag Patient-specific seizure onset detection Epilepsy Behav 5 4 2004 483 498
32. F. van der Heijden, R.P.W. Duin, D. de Ridder, and D.M.J. Tax Classification, parameter estimation and state estimation-an engineering approach using Matlab 2004 Wiley New York
33. M.J.A.M. van Putten Nearest neighbor phase synchronisation (NNPS) as a measure to detect seizure activity from scalp EEG recordings J Clin Neurophysiol 20 5 2003 320 325
34. M.J.A.M. van Putten Proposed link rates in the human brain J Neurosci Methods 127 1 2003 1 10
35. M.J.A.M. van Putten, and D.L.J. Tavy Continuous quantitative EEG monitoring in hemispheric stroke patients using the brain symmetry index (BSI) Stroke 35 11 2004 2489 2492
36. van Putten MJAM, Kemp B, Koster PC, Reijntjes R, van Dijk GJ. A public distributed EEG database for education and research; in preparation.
37. M.J.A.M. van Putten, J.M. Peters, S.M. Mulder, J.A.M. de Haas, C.M.A. Bruijninckx, and D.L.J. Tavy A brain symmetry index (BSI) for online EEG monitoring in carotid endarterectomy Clin Neurophysiol 115 5 2004 1189 1194
38. P. Vespa Continuous EEG monitoring for the detection fo seizures in traumatic brain injury, infarction, and intracerebral hemorrhage: 'to detect and protect' J Clin Neurophysiol 22 2005 99 106
39. P. Vespa, V. Nenov, and M. Nuwer Continuous EEG monitoring in the intensive care unit: early findings and clinical efficacy J Clin Neurophysiol 16 1 1999 1 13
40. P. Vespa, M. Nuwer, C. Juhasz, M. Alexander, V. Nenov, N. Martin, and D. Becker Early detection of vasospasm after acute subarachnoid hemorrhage using continuous EEG ICU monitoring Electroencephalogr Clin Neurophysiol 103 1997 607 615
41. J. Wackermann Beyond mapping: estimating complexity of multichannel EEG recordings Acta Neurobiol Exp 56 1996 197 208
42. S. Wilson, M. Scheuer, R. Emerson, and A. Gabor Seizure detection: evaluation of the reveal algorithm Clin Neurophysiol 115 10 2004 2280 2291