Automatic detection and spatial clustering of interictal discharges in invasive recordings

MeMeA 2013 - IEEE International Symposium on Medical Measurements and Applications, Proceedings

Volumn , Issue , 2013, Pages 219-223

  Janca, R ^a   Jezdik, P ^a   Cmejla, R ^b   Krsek, P ^c   Jefferys, J G R ^b   Marusic, P ^a   Jiruska, P ^b  

^a CZECH TECHNICAL UNIVERSITY IN PRAGUE   (Czech Republic)

^b UNIVERSITY HOSPITAL MOTOL   (Czech Republic)

^c UNIVERSITY OF BIRMINGHAM   (United Kingdom)

Author keywords

automatic detection; clustering; epilepsy; interictal discharges; intracranial electroencephalography

Indexed keywords

AUTOMATIC ALGORITHMS; AUTOMATIC DETECTION; CLUSTERING; EPILEPSY; EPILEPTIFORM DISCHARGES; MODELING TECHNIQUE; STATISTICAL PARAMETERS; UNSUPERVISED APPROACHES;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; NEUROLOGY; PRINCIPAL COMPONENT ANALYSIS;

SIGNAL DETECTION;

EID: 84881357162     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MeMeA.2013.6549739     Document Type: Conference Paper

References (18)

1. F. Rosenow, and H. Lüders, "Presurgical evaluation of epilepsy." Brain, vol. 124, no. 9, 2001, pp.1683-1700. (Pubitemid 32845431)
2. W. Webber, B. Litt, R. Lesser, R. Fisher, and I. Bankman, "Automatic EEG spike detection: what should the computer imitate?" Electroencephalography and Clinical Neurophysiology, vol. 87, 1993, pp.364-373 (Pubitemid 24012331)
3. L. Marple Jr., "Computing the discrete-time "analytic" signal via FFT, " Signal Processing, IEEE Transactions on, vol. 47, no. 9, 1999, pp.2600-2603
4. H. Witte, M. Eiselt, I. Patakova, S. Petranek, G. Griessbach, V. Krajca, and M. Rother, "Use of discrete Hilbert transformation for automatic spike mapping: A methodological investigation Medical and Biological Engineering and Computing," Springer Berlin / Heidelberg, 29, 1991, pp.242-24
5. I.J. Myung, "Tutorial on maximum likelihood estimation," Journal of Mathematical Psychology, vol. 47, 2003, pp.90-100 (Pubitemid 36703631)
6. A.J. Casson, E. Luna, and E. Rodriguez-Villegas, "Performance metrics for the accurate characterisation of interictal spike detection algorithms," Journal of Neuroscience Methods, vol. 177, 2009, pp.479-487
7. A.J. Casson, and E. Rodriguez-Villegas, "Utilising noise to improve an interictal spike detector," Journal of Neuroscience Methods, vol. 201, 2011, pp.262-268
8. K.H. Esbensen, and P. Geladi, "Principal Component Analysis: Concept, Geometrical Interpretation, Mathematical Background, Algorithms, History, Practice," Comprehensive Chemometrics, Elsevier, Oxford, 2009, pp.211-226
9. D.T. Barkmeier, A.K. Shah, D. Flanagan, M.D. Atkinson, R. Agarwal, D.R. Fuerst,K. Jafari-Khouzani, and J.A. Loeb, "High inter-reviewer variability of spike detection on intracranial EEG addressed by an automated multi-channel algorithm," Clinical Neurophysiology, vol. 123, 2012, pp.1088-1095
10. N.C. Schwertman, M.A. Owens, and R. Adnan, "A simple more general boxplot method for identifying outliers." Computational statistics & data analysis, vol 47, no. 1, 2004, pp.165-174
11. K.F.K. Wong, A. Galka, O. Yamashita, and T. Ozaki, "Modelling nonstationary variance in EEG time series by state space GARCH model." Computers in biology and medicine, vol. 36, no. 12, 2006, pp.1327-1335 (Pubitemid 44436117)
12. B. Schack, and G. Grieszbach, "Adaptive methods of trend detection and their application in analysing biosignals." Biometrical journal, vol. 36, no. 4, 1994, pp.429-452
13. V.P. Oikonomou, A.T. Tzallas, and D.I. Fotiadis, "A Kalman filter based methodology for EEG spike enhancement." computer methods and programs in biomedicine, vol. 85, no. 2, 2007, pp.101-108 (Pubitemid 46108124)
14. S.B. Wilson, C.A. Turner, R.G. Emerson, and M. L. Scheuer, "Spike detection II: automatic, perception-based detection and clustering," Clinical Neurophysiology, vol. 110, 1999, pp.404-411 (Pubitemid 29207489)
15. J.A. Blanco, M. Stead, A. Krieger, J. Viventi, W.R. Marsh, K.H. Lee, G.A. Worrell, and B. Litt, "Unsupervised classification of highfrequency oscillations in human neocortical epilepsy and control patients," J. Neurophysiol., vol. 104, 2010, pp.2900-2912
16. H.R. Sabolek, W.B. Swiercz, K.P. Lillis, S.S. Cash, G. Huberfeld, G. Zhao, L.S. Marie, S. Clemenceau, G. Barsh, R. Miles, and K.J. Staley, "A candidate mechanism underlying the variance of interictal spike propagation." The Journal of Neuroscience, vol. 32, no. 9, 2012, pp.3009-3021
17. T.P. Jung, C. Humphries, T.W.Lee, S. Makeig, M.J. McKeown, V. Iragui, and T.J. Sejnowski, "Removing electroencephalographic artifacts: comparison between ICA and PCA." Neural Networks for Signal Processing VIII, Proceedings of the 1998 IEEE Signal Processing Society Workshop, 1998, pp.63-72
18. S.N. Rakhade, A.K. Shah, R. Agarwal, B. Yao, E. Asano, and J.A. Loeb, "Activity?dependent Gene Expression Correlates with Interictal Spiking in Human Neocortical Epilepsy." Epilepsia, vol. 48, 2007, pp.86-95 (Pubitemid 47512207)