A review of analytical techniques for gait data. Part 1: fuzzy, statistical and fractal methods

被引:251
作者
Chau, T
机构
[1] Bloorview MacMillan Ctr, Toronto, ON M4G 1R8, Canada
[2] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
multivariate analysis; automatic data processing; fuzzy clustering; fractals; gait analysis;
D O I
10.1016/S0966-6362(00)00094-1
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
In recent yeats, several new approaches to gait data analysis have been explored, including fuzzy systems, multivariate statistical techniques and fractal dynamics. Through a critical survey of recent gait studies, this paper reviews the potential of these methods to strengthen the gait laboratory's analytical arsenal. It is found that time-honoured multivariate statistical methods are the most widely applied and understood. Although initially promising, fuzzy and fractal analyses of gait data remain largely unknown and their full potential is yet to be realized. The trend towards fusing multiple techniques in a given analysis means that additional research into the application of these two methods will benefit gait data analysis. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:49 / 66
页数:18
相关论文
共 75 条
  • [1] Use of the fractal dimension for the analysis of electroencephalographic time series
    Accardo A.
    Affinito M.
    Carrozzi M.
    Bouquet F.
    [J]. Biological Cybernetics, 1997, 77 (5) : 339 - 350
  • [2] ANDRIACCHI TP, 1992, P 2 N AM C BIOM P NA
  • [3] [Anonymous], 1992, NEURAL NETWORKS FUZZ
  • [4] [Anonymous], CAMBRIDGE NONLINEAR
  • [5] Baraldi A, 1999, IEEE T SYST MAN CY B, V29, P778, DOI 10.1109/3477.809032
  • [6] Measurement of pulmonary blood flow by fractal analysis of flow heterogeneity in isolated canine lungs
    Barman, SA
    McCloud, LL
    Catravas, JD
    Ehrhart, IC
    [J]. JOURNAL OF APPLIED PHYSIOLOGY, 1996, 81 (05) : 2039 - 2045
  • [7] BASSINGTHWAIGHTE JB, 1988, NEWS PHYSIOL SCI, V3, P5
  • [8] Bellman R, 1961, ADAPTIVE CONTROL PRO, DOI DOI 10.1515/9781400874668
  • [9] Data management in gait analysis for clinical applications
    Benedetti, MG
    Catani, F
    Leardini, A
    Pignotti, E
    Giannini, S
    [J]. CLINICAL BIOMECHANICS, 1998, 13 (03) : 204 - 215
  • [10] Flat foot functional evaluation using pattern recognition of ground reaction data
    Bertani, A
    Cappello, A
    Benedetti, MG
    Simoncini, L
    Catani, F
    [J]. CLINICAL BIOMECHANICS, 1999, 14 (07) : 484 - 493