A vision-based regression model to evaluate Parkinsonian gait from monocular image sequences

Expert Systems with Applications

Volumn 39, Issue 1, 2012, Pages 520-526

  Chen, You Yin ^a   Cho, Chien Wen ^a   Lin, Sheng Huang ^b,c   Lai, Hsin Yi ^a   Lo, Yu Chun ^c   Chen, Shin Yuan ^b   Chang, Yuan Jen ^d   Huang, Wen Tzeng ^e   Chen, Chin Hsing ^d   Jaw, Fu Shan ^c   Tsang, Siny ^f   Tsai, Sheng Tsung ^b  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

^b TZU CHI UNIVERSITY   (Taiwan)

^c NATIONAL TAIWAN UNIVERSITY   (Taiwan)

^d CENTRAL TAIWAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

^e MINGHSIN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

^f UNIVERSITY OF VIRGINIA   (United States)

Author keywords

Classification; Human motion analysis; Linear discriminant analysis (LDA); Parkinsonian gait; Regression

Indexed keywords

BIOMETRIC FEATURES; CONVENTIONAL METHODS; GAIT PARAMETERS; HUMAN MOTION ANALYSIS; IMAGE SEQUENCE; LINEAR DISCRIMINANT ANALYSIS; MODEL FREE; MONOCULAR IMAGE SEQUENCE; NEURODEGENERATIVE DISORDERS; NEW INDICES; PARKINSON'S DISEASE; PARKINSONIAN GAIT; REGRESSION; REGRESSION MODEL; TEMPORAL INFORMATION; TRAINING AND TESTING; VISION BASED;

BIOMETRICS; CLASSIFICATION (OF INFORMATION); DISCRIMINANT ANALYSIS; GAIT ANALYSIS; NEURODEGENERATIVE DISEASES; PARAMETER ESTIMATION; RATING;

REGRESSION ANALYSIS;

EID: 81855221659     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.07.042     Document Type: Article

References (25)

1. R. Chang, L. Guan, and J.A. Burne An automated form of video image analysis applied to classification of movement disorders Disability and Rehabilitation 22 1 2000 97 108
2. S.-L. Chien, S.-Z. Lin, C.-C. Liang, Y.-S. Soong, S.-H. Lin, and Y.-L. Hsin The efficacy of quantitative gait analysis by the GAITRite system in evaluation of Parkinsonian bradykinesia Parkinsonism and Related Disorders 12 7 2006 438 442
3. C.-W. Cho, W.-H. Chao, S.-H. Lin, and Y.-Y. Chen A vision-based analysis system for gait recognition in patients with Parkinson's disease Expert Systems with Applications 36 3 2009 7033 7039
4. Christopher, G. G.; Barbara, C. T.; Stephanie, R. S.; Glenn, T. S.; Stanley, F.; Pablo, M.-M.; et al. (2008). Movement disorder society-sponsored revision of the unified Parkinson's disease rating scale (MDS-UPDRS): Scale presentation and clinimetric testing results. Movement Disorders, 23(15), 2129-2170.
5. Cunado, D.; Nash, J. M.; Nixon, M. S.; & Carter, J. N. (1999). Gait extraction and description by evidence-gathering. In Proceedings of the second international conference on audio- and video-based biometric person authentication (pp. 43-48).
6. E. Dogantekin, A. Dogantekin, and D. Avci Automatic hepatitis diagnosis system based on linear discriminant analysis and adaptive network based on fuzzy inference system Expert Systems with Applications 36 8 2009 11282 11286
7. D. Gafurov, K. Helkala, and T. Søndrol Biometric gait authentication using accelerometer sensor Journal of Computers 1 7 2006 51 59
8. I. Haritaoglu, D. Harwood, and L.S. Davis W4: Real-time surveillance of people and their activities IEEE Transactions on Pattern Analysis and Machine Intelligence 22 8 2000 809 830
9. P.S. Huang, C.J. Harris, and M.S. Nixon Recognizing humans by gait via parametric canonical space Artificial Intelligence in Engineering 13 4 1999 359 366
10. J. Jankovic Parkinson's disease: clinical features and diagnosis Journal of Neurology Neurosurgery and Psychiatry 79 4 2008 368 376
11. I.T. Jolliffe Principal Component Analysis 2nd ed. 2002 Springer
12. Kohle, M.; Merkl, D.; & Kastner, J. (1997). Clinical gait analysis by neural networks: issues and experiences. In Proceedings of the IEEE symposium on computer-based medical systems (pp. 138-143).
13. H.M. Lakany, G.M. Hayes, M.E. Hazlewood, and S.J. Hillman Human walking: Tracking and analysis Proceedings of the IEE Colloquium on Motion Analysis and Tracking 1999 5-1 5-14
14. S.-H. Lin, T.-Y. Chen, S.-Z Lin, M.-H. Shyr, Y.-C. Chou, and W.-A. Hsieh Subthalamic deep brain stimulation after anesthetic inhalation in Parkinson disease: a preliminary study Journal of Neurosurgery 109 2 2008 238 244
15. C.-L. Lin, J.-F. Wang, C.-Y. Chen, C.-W. Chen, and C.-W. Yen Improving the generalization performance of RBF neural networks using a linear regression technique Expert Systems with Applications 36 10 2009 12049 12053
16. Lu, H. H.-S. (2008). Reconstruction, visualization, and analysis of medical images. In C. -h. Chen, W. Hardle,& A. Unwin (Eds.), Handbook of Computational Statistics: Vol. 3. Data Visualization (pp. 813-830). Springer-Verlag.
17. M.E. Melnick, S. Radtka, and M. Piper Gait analysis and Parkinson's disease Rehab Management 15 6 2002 46 48
18. National Parkinson Fundation. (2009). (Last modified, 2009). Hoehn and Yahr staging of Parkinson's disease, unified Parkinson's disease rating scale (UPDRS), and Schwab and England activities of daily living [Online]. Available: .
19. Paulson, H. L. & Stern, M. B. (2004). Clinical manifestations of Parkinson's disease. In R. L.Watts & W. CKoller (Eds.), Movement Disorders: Neurologic Principles and Practice (2nd ed.), (pp. 233-246). New York: McGraw-Hill.
20. M. Richards, K. Marder, L. Cote, and R. Mayeux Interrater reliability of the Unified Parkinson's Disease Rating Scale motor examination Movement Disorders 9 1 1994 89 91
21. A. Salarian, H. Russmann, F.J. Vingerhoets, C. Dehollain, Y. Blanc, and P.R. Burkhard Gait assessment in Parkinson's disease: Toward an ambulatory system for long-term monitoring IEEE Transactions on Biomedical Engineering 51 8 2004 1434 1443
22. G.T. Stebbins, and C.G. Goetz Factor structure of the unified Parkinson's disease rating scale: Motor examination section Movement Disorders 13 4 1998 633 636
23. B.-S. Yang Effects of age and structural lateral compliance on forward-and-up stepping movements Journal of Advanced Engineering 3 4 2008 291 295
24. Yam, C. Y.; Nixon, M. S.; & Carter, J. N. (2002). Gait recognition by walking and running: A model-based approach. In Proceedings of 5th Asian conference on computer vision (pp. 1-6).
25. R. Zhang, C. Vogler, and D. Metaxas Human gait recognition at sagittal plane Image and Vision Computing 25 3 2007 321 330