Feature selection for accelerometer-based posture analysis in Parkinsons disease

IEEE Transactions on Information Technology in Biomedicine

Volumn 15, Issue 3, 2011, Pages 481-490

  Palmerini, Luca ^a   Rocchi, Laura ^a   Mellone, Sabato ^a   Valzania, Franco ^b   Chiari, Lorenzo ^a  

^a UNIVERSITY OF BOLOGNA   (Italy)

^b UNIVERSITY OF MODENA AND REGGIO EMILIA   (Italy)

Author keywords

Accelerometer; feature selection; Parkinsons disease (PD); posture

Indexed keywords

BODY SWAY; CLINICAL EVALUATION; CONTROL SUBJECT; CROSS VALIDATION; FEATURE SELECTION; FREQUENCY DOMAINS; KEY COMPONENT; MISCLASSIFICATION RATES; PARKINSONS DISEASE; PARKINSONS DISEASE (PD); POSTURE; TEST PROTOCOLS; TRAINING SETS;

ACCELEROMETERS; CLASSIFICATION (OF INFORMATION); PARKS;

FEATURE EXTRACTION;

ACCELERATION; AGED; ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; BODY POSTURE; CLASSIFICATION; DIAGNOSTIC PROCEDURE; DISCRIMINANT ANALYSIS; DISEASE COURSE; FEMALE; HUMAN; INSTRUMENTATION; MALE; MIDDLE AGED; PARKINSON DISEASE; PATHOPHYSIOLOGY; PHYSIOLOGY; REPRODUCIBILITY; SIGNAL PROCESSING; STATISTICAL MODEL;

ACCELERATION; AGED; ALGORITHMS; ARTIFICIAL INTELLIGENCE; DIAGNOSTIC TECHNIQUES AND PROCEDURES; DISCRIMINANT ANALYSIS; DISEASE PROGRESSION; FEMALE; HUMANS; LOGISTIC MODELS; MALE; MIDDLE AGED; PARKINSON DISEASE; POSTURE; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 79955670717     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2011.2107916     Document Type: Article

References (46)

1. J. Massion, "Postural control system", Curr. Opin. Neurobiol., vol. 4, no. 6, pp. 877-887, Dec. 1994.
2. F. B. Horak, "Postural orientation and equilibrium: What do we need to know about neural control of balance to prevent falls?" Age Ageing, vol. 35, no. Suppl. 2, pp. ii7-ii11, Sep. 2006. (Pubitemid 44687502)
3. A. Nardone and M. Schieppati, "Balance in Parkinson's disease under static and dynamic conditions", Mov. Disord., vol. 21, no. 9, pp. 1515-1520, Sep. 2006. (Pubitemid 44613315)
4. B. Missaoui, P. Portero, S. Bendaya, O. Hanktie, and vP. Thoumie, "Posture and equilibriuminorthopedic and rheumatologic diseases", Neurophysiol. Clin., vol. 38, no. 6, pp. 447-457, Dec. 2008.
5. D. A. Winter, A. E. Patla, and J. S. Frank, "Assessment of balance control in humans", Med. Prog. Technol., vol. 16, no. 1-2, pp. 31-51, May 1990. (Pubitemid 20117434)
6. S. Corazza, E. Gambaretto, L. Mundermann, and T. Andriacchi, "Automatic generation of a subject specific model for accurate markerless motion capture and biomechanical applications", IEEE Trans. Biomed. Eng., vol. 57, no. 4, pp. 806-812, Apr. 2010.
7. A. Cappozzo, U. Della Croce, A. Leardini, and L. Chiari, "Human movement analysis using stereophotogrammetry: Part 1. Theoretical background", Gait Posture, vol. 21, no. 2, pp. 186-196, Feb.2005. (Pubitemid 41556838)
8. T. P. Andriacchi and E. J. Alexander, "Studies of human locomotion: Past, present and future", J. Biomech., vol. 33, no. 10, pp. 1217-1224, Oct. 2000. (Pubitemid 30427316)
9. A. Paraschiv-Ionescu, E. E. Buchser, B. Rutschmann, B. Najafi, and K. Aminian, "Ambulatory system for the quantitative and qualitative analysis of gait and posture in chronic pain patients treated with spinal cord stimulation", Gait Posture, vol. 20, no. 2, pp. 113-125, Oct. 2004. (Pubitemid 39141823)
10. M. Mancini, C. Zampieri, P. Carlson-Kuhta, L. Chiari, and F. B. Horak, "Anticipatory postural adjustments prior to step initiation are hypometric in untreated Parkinson's disease: An accelerometer-based approach", Eur. J. Neurol., vol. 16, no. 9, pp. 1028-1034, Sep. 2009.
11. A. Weiss, T. Herman, M. Plotnik, M. Brozgol, I. Maidan, N. Giladi, T. Gurevich, and J. M. Hausdorff, "Can an accelerometer enhance the utility of the Timed Up & Go Test when evaluating patients with Parkinson's disease?", Med. Eng. Phys., vol. 32, no. 2, pp. 119-25, Nov. 2009.
12. C. Zampieri, A. Salarian, P. Carlson-Kuhta, K. Aminian, J. G. Nutt, and F. B. Horak, "The instrumented timedupand go test: Potential outcome measure for disease modifying therapies in Parkinson's disease", J. Neurol. Neurosurg. Psychiatry, vol. 81, no. 2, pp. 171-176, Feb.2010.
13. L. Chiari, M. Dozza, A. Cappello, F. B. Horak, V. Macellari, and D. Giansanti, "Audio-biofeedback for balance improvement: An accelerometry-based system", IEEE Trans. Biomed. Eng., vol. 52, no. 12, pp. 2108-2111, Dec. 2005. (Pubitemid 41774888)
14. R. E. Mayagoitia, J. C. Lotters, P. H. Veltink, and H. Hermens, "Standing balance evaluation using a triaxial accelerometer", Gait Posture, vol. 16, no. 1, pp. 55-59, Aug. 2002. (Pubitemid 34786358)
15. D. Roetenberg, H. J. Luinge, C. T. Baten, and P. H. Veltink, "Compensation of magnetic disturbances improves inertial and magnetic sensing of human body segment orientation", IEEE Trans. Neural Syst. Rehabil. Eng., vol. 13, no. 3, pp. 395-405, Sep. 2005. (Pubitemid 41417774)
16. Y. L. Kuo, K. M. Culhane, P. Thomason, O. Tirosh, and R. Baker, "Measuring distance walked and step count in children with cerebral palsy: An evaluation of two portable activity monitors", Gait Posture, vol. 29, no. 2, pp. 304-310, Feb. 2009.
17. J. W. Blaszczyk, R. Orawiec, D. Duda-Klodowska, and G. Opala, "Assessment of postural instability in patients with Parkinson's disease", Exp. Brain Res., vol. 183, no. 1, pp. 107-114, Oct. 2007. (Pubitemid 47460462)
18. L. Rocchi, L. Chiari, and F. B. Horak, "Effects of deep brain stimulation and levodopa on postural sway in Parkinson's disease", J. Neurol. Neurosurg. Psychiatry, vol. 73, no. 3, pp. 267-274, Sep. 2002.
19. R. Marchese, M. Bove, and G. Abbruzzese, "Effect of cognitive and motor tasks on postural stability in Parkinson's disease: A posturographic study", Mov. Disord., vol. 18, no. 6, pp. 652-658, Jun. 2003. (Pubitemid 36790280)
20. L. Rocchi, L. Chiari, A. Cappello, and F. B. Horak, "Identification of distinct characteristics of postural sway in Parkinson's disease: A feature selection procedure based on principal component analysis", Neurosci. Lett., vol. 394, no. 2, pp. 140-145, Feb. 2006. (Pubitemid 43061476)
21. M. A. McVey, A. P. Stylianou, C. W. Luchies, K. E. Lyons, R. Pahwa, S. Jernigan, and J. D. Mahnken, "Early biomechanical markers of postural instability in Parkinson's disease", Gait Posture, vol. 30, no. 4, pp. 538-542, Nov. 2009.
22. F. B. Horak, D. Dimitrova, and J. G. Nutt, "Direction-specific postural instability in subjects with Parkinson's disease", Exp. Neurol., vol. 193, no. 2, pp. 504-521, Jun. 2005. (Pubitemid 40616198)
23. R. J. Dunnewold, C. E. Jacobi, and J. J. V. Hilten, "Quantitative assessment of bradykinesia in patients with Parkinson's disease", J. Neurosci. Methods, vol. 74, no. 1, pp. 107-112, Jun. 1997. (Pubitemid 27250255)
24. P. Bonato, "Clinical applications of wearable technology", Conf. Proc. IEEE Eng. Med. Biol. Soc., vol. 1, pp. 6580-6583, Sep. 2009.
25. D. J. Gelb, E. Oliver, and S. Gilman, "Diagnostic criteria for Parkinson disease", Arch. Neurol., vol. 56, no. 1, pp. 33-39, Jan. 1999. (Pubitemid 29046907)
26. G. Becker, A. Muller, S. Braune, T. Buttner, R. Benecke, W. Greulich, W. Klein, G. Mark, J. Rieke, and R. Thumler, "Early diagnosis of Parkinson's disease", J. Neurol., vol. 249, no. 3, pp. III/40-III/48, Oct. 2002.
27. S. Patel, K. Lorincz, R. Hughes, N. Huggins, J. Growdon, D. Standaert, M. Akay, J. Dy, M. Welsh, and P. Bonato, "Monitoring motor fluctuations in patients with Parkinson's disease using wearable sensors", IEEE Trans. Inf. Technol. Biomed., vol. 13, no. 6, pp. 864-873, Nov. 2009.
28. N. L. Keijsers, M. W. Horstink, and S. C. Gielen, "Online monitoring of dyskinesia in patients with Parkinson's disease", IEEE Eng. Med. Biol. Mag., vol. 22, no. 3, pp. 96-103, May 2003. (Pubitemid 37328168)
29. B. R. Brewer, S. Pradhan, G. Carvell, and A. Delitto, "Feature selection for classification based on fine motor signs of Parkinson's disease", Conf. Proc. IEEE Eng. Med. Biol. Soc., vol. 2009, pp. 214-217, Sep. 2009.
30. M. Navío, J. J. Aguilera, M. J. del Jesus, R. González, F. Herrera, and C. Irìbar, "Feature selection algorithms applied to Parkinson's disease", in Proc. 2nd Int. Symp. Data Analysis (ISMDA), Madrid, 2001, pp. 195-200. (Pubitemid 33359458)
31. W. E. McIlroy and B. E. Maki, "Preferred placement of the feet during quiet stance: Development of a standardized foot placement for balance testing", Clin. Biomech. (Bristol, Avon), vol. 12, no. 1, pp. 66-70, Jan. 1997. (Pubitemid 27077643)
32. N. E. Huang, Z. Shen, S. R. Long, M. L. C. Wu, H. H. Shih, Q. N. Zheng, N. C. Yen, C. C. Tung, and H. H. Liu, "The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis", Proc. R. Soc. Lond. A, vol. 454, no. 1971, pp. 903-995, Mar. 1998. (Pubitemid 128733183)
33. S. Liu, Q. He, R. X. Gao, and P. Freedson, "Empirical mode decomposition applied to tissue artifact removal from respiratory signal", in Proc. 30th Int. Conf. IEEE Eng. Med. Biol. Soc., Aug. 2008, pp. 3624-3627.
34. K. E. Lyons and R. Pahwa, Handbook of Essential Tremor and Other Tremor Disorders. London: Taylor & Francis, 2005.
35. T. E. Prieto, J. B. Myklebust, R. G. Hoffmann, E. G. Lovett, and B. M. Myklebust, "Measures of postural steadiness: Differences between healthy young and elderly adults", IEEE Trans. Biomed. Eng., vol. 43, no. 9, pp. 956-966, Sep. 1996. (Pubitemid 26282069)
36. L. Chiari, L. Rocchi, and A. Cappello, "Stabilometric parameters are affected by anthropometry and foot placement", Clin. Biomech. (Bristol, Avon), vol. 17, no. 9-10, pp. 666-677, Nov. 2002. (Pubitemid 35365713)
37. R. Kohavi and G. H. John, "Wrappers for feature subset selection", Artif. Intell., vol. 97, no. 1-2, pp. 273-324, Dec. 1997. (Pubitemid 127401107)
38. G. A. F. Seber, Multivariate Observations, 1st ed. New York: Wiley, 1984.
39. W. J. Krzanowski, Principles of Multivariate Analysis a User's Perspective. Oxford: Clarendon, 1988.
40. D. W. Hosmer, S. Lemeshow, and E. D. Cook, Applied Logistic Regression, 2nd ed. New York: Wiley, 2000.
41. T. M. Mitchell, Machine learning, Int. ed. New York: McGraw-Hill, 1997.
42. N. Cristianini and J. Shawe-Taylor, An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods. Cambridge: Cambridge Univ. Press, 2000.
43. R. Simon, M. D. Radmacher, K. Dobbin, and L. M. McShane, "Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification", J. Natl. Cancer Inst., vol. 95, no. 1, pp. 14-18, Jan. 2003. (Pubitemid 36124291)
44. I. H. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques, 2nd ed. San Francisco, CA: Morgan Kaufmann, pp. 146-149.
45. J. Jankovic, M. McDermott, J. Carter, S. Gauthier, C. Goetz, L. Golbe, S. Huber, W. Koller, C. Olanow, I. Shoulson, M. Stern, C. Tanner, W. Weiner, and Parkinson Study Group, "Variable expression of Parkinson's disease: A base-line analysis of the DATATOP cohort. The Parkinson Study Group", Neurology, vol. 40, no. 10, pp. 1529-1534, Oct. 1990. (Pubitemid 20351344)
46. B. E. Maki, P. J. Holliday, and A. K. Topper, "A prospective study of postural balance and risk of falling in an ambulatory and independent elderly population", J. Gerontol., vol. 49, no. 2, pp. M72-M84, Mar. 1994. (Pubitemid 24100263)