Prediction of freezing of gait using analysis of brain effective connectivity

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014

Volumn , Issue , 2014, Pages 4119-4122

  Handojoseno, A M Ardi ^a   Shine, James M ^b   Gilat, Moran ^b   Nguyen, Tuan N ^a   Tran, Yvonne ^a   Lewis, Simon J G ^b   Nguyen, Hung T ^a  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

^b UNIVERSITY OF SYDNEY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

AGED; ALGORITHM; BAYES THEOREM; BRAIN; ELECTROENCEPHALOGRAPHY; GAIT; HUMAN; MULTIVARIATE ANALYSIS; PARKINSON DISEASE; PATHOPHYSIOLOGY; VERY ELDERLY; VIDEORECORDING;

AGED; AGED, 80 AND OVER; ALGORITHMS; BAYES THEOREM; BRAIN; ELECTROENCEPHALOGRAPHY; GAIT; HUMANS; MULTIVARIATE ANALYSIS; PARKINSON DISEASE; PHYSIOPATHOLOGY; VIDEO RECORDING;

EID: 84929484811     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2014.6944530     Document Type: Conference Paper

References (19)

1. I.C. Lopez, P.J.G. Ruiz, S.V.F. del Pozo, and V.S. Bernardos, "Motor complications in Parkinson's disease: Ten year follow-up study," Mov. Disord., Vol. 25, no. 16, pp. 2735-2739, 2010.
2. J.D. Schaafsma, Y. Balash, T. Gurevich, A.L. Bartels, J.M. Hausdorff, and N. Giladi, "Characterization of freezing of gait subtypes and the response of each to levodopa in Parkinson's disease," European J. Neurol., Vol. 10, no. 4, pp. 391-398, 2003.
3. D. Tan, M. Danoudis, J. McGinley, and M.E. Morris, "Relationships between motor aspects of gait impairments and activity limitations in people with Parkinson's disease: a systematic review," Parkinsonism & Related Disord., Vol. 18, no. 2, pp. 117-124, 2012.
4. N. Giladi, "Medical treatment of freezing of gait," Mov. Disord., Vol 23, no. S2, pp. S482-S488, 2008.
5. A.M. Handojoseno, J.M. Shine, T.N. Nguyen, Y. Tran, S.J.G. Lewis, and H.T. Nguyen, "Using EEG spatial correlation, cross frequency energy, and wavelet coefficients for the prediction of Freezing of Gait in Parkinson's Disease patients," in Proc. 35th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 2013, pp. 4263-4266.
6. M. Bachlin, M. Plotnik, D. Roggen, D. Maidan, J.M. Hausdorff, N. Giladi, and G. Troster, "Wearable Assistant for Parkinsons Disease Patients with the Freezing of Gait Symptom," IEEE Trans. Inform. Tech. Biomed., Vol. 14, no. 2, pp. 436-446, 2010.
7. M.K. Belmonte, G. Allen, A.B. Mitchener, L.M. Boulanger, R.A. Carper, and S.J. Webb, "Autism and abnormal development of brain connectivity," J. Neurosci., Vol. 24, no. 42, pp. 9228-9231, 2004.
8. K. Supekar, V. Menon, D. Rubin, M. Musen, and M.D. Greicius, "Network analysis of intrinsic functional brain connectivity in Alzheimer's disease," PLoS Computational Biology, Vol. 4, no. 6, pp. e1000100, 2008.
9. P. Skudlarski, K. Jagannathan, K. Anderson, M.C. Stevens, V.D. Calhoun, B.A. Skudlarska, and G. Pearlson, "Brain connectivity is not only lower but different in schizophrenia: a combined anatomical and functional approach," Biol. Psych., Vol. 68, no. 1, pp. 61-69, 2010.
10. E. Florin, J. Gross, J. Pfeifer, G.R. Fink, and L. Timmermann, "Reliability of multivariate causality measures for neural data," J. Neurosci. Methods, Vol. 198, no. 2, pp. 344-358, 2011.
11. L.A. Baccala and K. Sameshima, "Partial directed coherence: a new concept in neural structure determination," Biol. Cyber., Vol. 84, no. 6, pp. 463-474, 2001.
12. C. Porcaro, F. Zappasodi, P.M. Rossini, and F. Tecchio, "Choice of multivariate autoregressive model order affecting real network functional connectivity estimate," Clinic. Neurophysiol., Vol. 120, no. 2, pp. 436-448, 2009.
13. A. Schlogl, "A comparison of multivariate autoregressive estimators," Signal processing, Vol. 86, no. 9, pp. 2426-2429, 2006.
14. R. Kus, M. Kaminski, and K.J. Blinowska, "Determination of EEG activity propagation: pair-wise versus multichannel estimate," Trans. Biomed. Eng., Vol. 51, no. 9, pp. 1501-1510, 2004.
15. B. Schelter, J. Timmer, and M. Eichler, "Assessing the strength of directed influences among neural signals using renormalized partial directed coherence," J. Neurosci. Methods, Vol. 179, no. 1, pp. 121-130, 2009.
16. F. Lotte, M. Congedo, A. Lecuyer, F. Lamarche, and B. Arnaldi. "A review of classification algorithms for EEG-based brain computer interfaces." J. Neural Eng., Vol. 4, pp. 1-24, 2007.
17. F.D. Foresee and M.T. Hagan, "Gauss-Newton approximation to Bayesian learning," in Proc. Int. Conf. Neural Netw., 1997, pp. 1930-1935.
18. E. Heremans, A. Nieuwboer, and S. Vercruysse, "Freezing of gait in Parkinsons disease: where are we now?" Current Neurol. Neurosci. Reports, Vol. 13, no. 6, pp. 1-9, 2013.
19. J.M. Shine, S.L. Naismith, and S.J.G. Lewis, "The pathophysiological mechanisms underlying freezing of gait in Parkinsons disease," J. Clinic. Neurosci., Vol. 18, no. 9, pp. 1154-1157, 2011.