Classification of epileptic motor manifestations and detection of tonic-clonic seizures with acceleration norm entropy

IEEE Transactions on Biomedical Engineering

Volumn 60, Issue 8, 2013, Pages 2080-2088

  Becq, Guillaume ^a   Kahane, Philippe ^b   Minotti, Lorella ^b   Bonnet, Stephane ^c   Guillemaud, Regis ^c  

^a GIPSA LAB   (France)

^b GRENOBLE UNIVERSITY HOSPITAL   (France)

^c CEA LETI   (France)

Author keywords

Accelerometer; classifier; entropy; epilepsy; quantile; seizure detection

Indexed keywords

EPILEPSY; EPILEPTIC PATIENTS; MISCLASSIFICATION RATES; QUADRATIC DISCRIMINANT CLASSIFIER; QUANTILE; SEIZURE DETECTION; SEIZURE DETECTORS; TRI-AXIS ACCELEROMETERS;

ACCELEROMETERS; CLASSIFIERS; ENTROPY; POWER SPECTRAL DENSITY;

DETECTORS;

ACCELEROMETER; ADULT; ARTICLE; CLINICAL FEATURE; DISEASE CLASSIFICATION; ELECTROENCEPHALOGRAPHY; ENTROPY; FEMALE; HUMAN; MAJOR CLINICAL STUDY; MALE; PATIENT MONITORING; TONIC CLONIC SEIZURE;

ACCELEROMETRY; ACTIGRAPHY; ADOLESCENT; ADULT; ALGORITHMS; CHILD; DIAGNOSIS, COMPUTER-ASSISTED; ENTROPY; EPILEPSY, TONIC-CLONIC; FEMALE; HUMANS; MALE; MIDDLE AGED; MOVEMENT DISORDERS; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; YOUNG ADULT;

EID: 84880905623     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2013.2244597     Document Type: Article

References (28)

1. G. Becq, S. Bonnet, L. Minotti, M. Antonakios, R. Guillemaud, and P. Kahane, "Collection and exploratory analysis of attitude sensor data in an epilepsy monitoring unit," in Proc. IEEE Eng. Med. Biol. Soc. , 2007, pp. 2775-2778.
2. G. Becq, (2010). Biomed Reader + Video Reader. [Online]. Available: http://www.mathworks.fr/matlabcentral/fileexchange/27614-biomed-reader-+-video- reader
3. G. Becq, S. Bonnet, L. Minotti, M. Antonakios, R. Guillemaud, and P. Kahane, "Classification of epileptic motor manifestations using inertial and magnetic sensors," Comput. Biol. Med. , vol. 41, pp. 46-55, Jan. 2011.
4. G. Becq, P. Kahane, and L. Minotti. (2011). ANR Tecsan 07 - Epimouv Livrable 1-2-3 [Online]. Available: http://hal.archives-ouvertes.fr/hal-00617167
5. A. Berg, S. F. Berkovic, M. J. Brodie, J. Buchhalter, J. H. Cross, W. Van Emde Boas, J. Engel, J. French, T. A. Glauser, G. W. Mathern, S. L. Moshé, D. Nordli, P. Plouin, and I. E. Scheffer, "Revised terminology and concepts for organization of seizures and epilepsies: Report of the ILAE commission on classification and terminology, 2005-2009," Epilepsia, vol. 51, pp. 676-685, 2010.
6. B. Bolstad, R. Irizarry, M. Astrand, and T. Speed, "Comparison of normalization methods for high density oligonucleotide array data based on variance and bias," Bioinformatics, vol. 19, pp. 185-193, 2003. (Pubitemid 36181903)
7. D. Buck, G. Baker, A. Jacoby, D. Smith, and D. Chadwick, "Patients' experiences of injury as a result of epilepsy," Epilepsia, vol. 38, pp. 439- 444, 1997. (Pubitemid 27172024)
8. G. Becq and P. Kahane. (2009). [Online]. Available: http:// clinicaltrials.gov/ct2/show/NCT01025401
9. I. Conradsen, S. Beniczky, K. Hoppe, P. Wolf, T. Sams, and H. B. D. Sorensen, "Seizure onset detection based on one sEMG channel," in Proc. IEEE Eng. Med. Biol. Soc. , 2011, pp. 7715-7718.
10. J. Engel Jr. , "A proposed diagnostic scheme for people with epileptic seizures and with epilepsy: Report of the ILAE task force on classification and terminology," Epilepsia, vol. 42, pp. 796-803, 2001. (Pubitemid 32605946)
11. J. Engel Jr. , "Report of the ILAE classification core group," Epilepsia, vol. 47, pp. 1558-1568, 2006. (Pubitemid 44393870)
12. R. Fisher,W. Boas,W. Blume, C. Elger, P. Genton, P. Lee, and J. Engel Jr. , "Epileptic seizures and epilepsy: Definitions proposed by the International League Against Epilepsy (ILAE) and the InternationalBureau for Epilepsy (IBE)," Epilepsia, vol. 46, pp. 470-472, 2005. (Pubitemid 40470667)
13. J. H. Friedman, "Regularized discriminant analysis," J. Amer. Statist. Assoc. , vol. 84, pp. 165-175, 1989.
14. J. D. Frost Jr. , "Triaxial vector accelerometry: A method for quantifying tremor and ataxia," IEEE Trans. Biomed. Eng. , vol. BME-25, no. 1, pp. 17- 27, Jan. 1978. (Pubitemid 8380019)
15. P. Jallon, "A Bayesian approach for epileptic seizures detection with 3D accelerometers sensors," in Proc. IEEE Eng. Med. Biol. Soc. , 2010, pp. 6325-6328.
16. R. Kohavi, "A study of cross-validation and bootstrap for accuracy estimation and model selection," in Proc. Int. Joint Conf. Artif. Intell. , 1995, vol. 14, pp. 1137-1145.
17. U. Kramer, S. Kipervasser, A. Shlitner, and R. Kuzniecky, "A novel portable seizure detection alarm system: Preliminary results," J. Clin. Neurophysiol. , vol. 28, p. 36, 2011.
18. J. Lockman, R. S. Fisher, and D. M. Olson, "Detection of seizurelike movements using a wrist accelerometer," Epilepsy Behav. , vol. 20, pp. 638-641, 2011.
19. H. Luders, J. Acharya, C. Baumgartner, S. Benbadis, A. Blease, R. Burgess, D. S. Dinner, A. Ebner, N. Foldvary, E. Geller, H. Hamer, H. Holthausen, P. Kotagal, H. Morris, H. J. Meencke, S. Noachtar, F. Rosenow, A. Sakamoto, B. J. Steinhoff, I. Tuxhorn, and E. Wyllie, "Semiological seizure classification," Epilepsia, vol. 39, pp. 1006-1013, 1998. (Pubitemid 28413422)
20. Matlab R2010a. The MathWorks Inc. , Natick, MA, USA, 2010.
21. T. Nijsen, J. B. A. M. Arends, P. A. M. Griep, and P. J. M. Cluitmans, "The potential value of three-dimensional accelerometry for detection of motor seizures in severe epilepsy," Epilepsy Behav. vol. 7, pp. 74-84, 2005. (Pubitemid 40975281)
22. T. M. E. Nijsen, P. J. M. Cluitmans, J. B. A. M. Arends, and P. A. M. Griep, "Detection of subtle nocturnal motor activity from 3-D accelerometry recordings in epilepsy patients," IEEE Trans. Biomed. Eng. vol. 54, no. 11, pp. 2073-2081, Nov. 2007. (Pubitemid 350006063)
23. G. Saporta, Probabilités, Analyse Des Données et Statistique, Paris, France: Editions Technip, 2006.
24. J. Swets, "Measuring the accuracy of diagnostic systems," Science, vol. 240, pp. 1285-1293, 1988.
25. W. Theodore, R. J. Porter, P. Albert, K. Kelley, E. Bromfield, O. Devinsky, and S. Sato, "The secondarily generalized tonic-clonic seizure," Neurology, vol. 44, pp. 1403-1403, 1994.
26. T. M. Cover and J. A. Thomas, Elements of Information Theory. New York, NY, USA: Wiley, 1991.
27. T. Tomson, E. Beghi, A. Sundqvist, and S. I. Johannessen, "Medical risks in epilepsy: A review with focus on physical injuries, mortality, traffic accidents and their prevention," Epilepsy Res. , vol. 60, pp. 1-16, 2004. (Pubitemid 38981756)
28. T. Tomson, L. Nashef, and P. Ryvlin, "Sudden unexpected death in epilepsy:Current knowledge and future directions," Lancet Neurol. , vol. 7, pp. 1021-1031, 2008.