Chi-square distance kernel of the gaits for the diagnosis of Parkinson's disease

Biomedical Signal Processing and Control

Volumn 8, Issue 1, 2013, Pages 66-70

  Daliri, Mohammad Reza ^a  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

Author keywords

Automatic diagnosis; Chi square distance kernel; Kernel methods; Parkinson's disease; Support vector machines (SVMs)

Indexed keywords

BIOPHYSICS; DISEASE CONTROL; GRAPHIC METHODS; NEURODEGENERATIVE DISEASES; SUPPORT VECTOR MACHINES;

AUTOMATIC DIAGNOSIS; CHI SQUARE DISTANCE; KERNEL METHODS; PARKINSON'S DISEASE; SUPPORT VECTOR MACHINE (SVMS);

DIAGNOSIS;

AGED; ARTICLE; CHI SQUARE TEST; CLASSIFICATION; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; FEMALE; FOOT; FOURIER TRANSFORMATION; GAIT; GROUND REACTION FORCE; HISTOGRAM; HUMAN; KERNEL METHOD; MAJOR CLINICAL STUDY; MALE; MEASUREMENT; PARKINSON DISEASE; PRIORITY JOURNAL; SENSITIVITY AND SPECIFICITY; SENSOR; SIGNAL DETECTION; SUPPORT VECTOR MACHINE; WALKING;

EID: 84870438745     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2012.04.007     Document Type: Article

References (19)

1. P. Jenner, and C.W. Olanow Understanding cell death in Parkinson's disease Annals of Neurology Suppl. 44 1998 S72 S84
2. J. Fearnley, and A.J. Lees Ageing and Parkinson's disease. Substantia nigra regional selectivity Brain 114 1991 2283 2301
3. A.E. Lang, and A.M. Lozano Parkinson's disease New England Journal of Medicine 339 1998 1044 1054
4. J. Jankovic Parkinson's disease: clinical features and diagnosis Journal of Neurology, Neurosurgery and Psychiatry 79 4 2008 368 376
5. S. Frenkel-Toledo, N. Giladi, C. Peretz, T. Herman, L. Gruendlinger, J.M. Hausdorff, and Treadmill Walking as a pacemaker to improve gait rhythm and stability in Parkinson's disease Movement Disorders 20 9 2005 1109 1114
6. G. Yogev, N. Giladi, C. Peretz, S. Springer, E.S. Simon, J.M. Hausdorff, and Dual Tasking Gait rhythmicity, and Parkinson's disease: which aspects of gait are attention demanding? European Journal of Neuroscience 22 2005 1248 1256
7. J.M. Hausdorff, J. Lowenthal, T. Herman, L. Gruendlinger, C. Peretz, and N. Giladi Rhythmic auditory stimulation modulates gait variability in Parkinson's disease European Journal of Neuroscience 26 2007 2369 2375
8. O.S. Mian, S.A. Schneider, P. Schwingenschuh, K.P. Bhatia, and B.L. Day Gait in SWEDDs patients: comparison with Parkinson's disease patients and healthy controls Movement Disorders 26 7 2011 1266 1273
9. A.L. Goldberger, L.A.N. Amaral, L. Glass, J.M. Hausdorff, P.C.H. Ivanov, R.G. Mark, J.E. Mietus, G.B. Moody, C.K. Peng, H.E. Stanley, PhysioBank, PhysioToolkit, and PhysioNet. Components of a new research resource for complex physiologic signals Circulation 101 23 2000 e215 e220
10. rd Edition 2009 Prentice-Hall
11. B. Hannaford, and S. Lehman Short time Fourier analysis of the electromyogram: fast movements and constant contraction IEEE Transactions on Biomedical Engineering 33 12 1986 1173 1181
12. S. Theodoridis, and K. Koutroumbas Pattern Recognition 2006 Academic Press
13. S. Wang, D. Li, X. Song, Y. Wei, and H. Li A feature selection method based on improved Fisher's discriminant ratio for text sentiment classification Expert Systems with Applications 38 7 2011 8696 8702
14. X. Liu, and D. Wang A spectral histogram model for Texton modeling and texture discrimination Vision Research 42 2002 2617 2634
15. J. Zhang, M. Marszalek, S. Lazebnik, C. Schmid, and Local Features Kernels for classification of texture and object categories: a comprehensive study International Journal of Computer Vision 73 2 2007 213 238
16. C. Fowlkes, S. Belongie, F. Chung, and J. Malik Spectral grouping using the Nystrom method IEEE Transactions on Pattern Analysis and Machine Intelligence 26 2 2004 214 225
17. V.N. Vapnik The Nature of Statistical Learning Theory 1995 Springer
18. C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 2 1998 121 167
19. J. Han, and M. Kamber Data Mining: Concepts and Techniques 2nd ed. 2006 Elsevier