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Research Paper

Feature reduction and multi-classification of different assistive devices according to the gait pattern

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Pages 202-218 | Received 30 Mar 2015, Accepted 31 Jul 2015, Published online: 04 Sep 2015

References

  • Braddom RL. Physical medicine & rehabilitation. 3rd ed. Montvale, NJ: Elsevier Health Sciences; 2006, 1504 p.
  • Debi R, Mor A, Segal G, et al. Correlation between single limb support phase and self-evaluation questionnaires in knee osteoarthritis populations. Disabil Rehabil 2011;33:1103–9.
  • Shakoor N, Block JA, Shott S, Case JP. Nonrandom evolution of end-stage osteoarthritis of the lower limbs. Arthritis Rheum 2002;46:3185–9.
  • Levinger P, Lai DTH, Begg RK, et al. The application of support vector machines for detecting recovery from knee replacement surgery using spatio-temporal gait parameters. Gait Posture 2009;29:91–6.
  • Doheny EP, McGrath D, Greene BR, et al. Displacement of centre of mass during quiet standing assessed using accelerometry in older fallers and non-fallers. Conf Proc IEEE Eng Med Biol Soc 2012;2012:3300–3.
  • Martins M, Costa L, Santos C, et al. Hybridization between multi-objective genetic algorithm and support vector machine for feature selection in walker-assisted gait. Comput Methods Prog Biomed 2014;113:736–48.
  • Efroymson MA. Multiple regression analysis. In Ralston A, Wilf HS, eds. Mathematical methods for digital computers. New York: Wiley; 1960.
  • Huang L, Zhang HH, Zeng ZB, Bushel PR. Improved sparse multi-class SVM and its application for gene selection in cancer classification. Cancer Inform 2013;12:143–53.
  • Cortes C, Vapnik V. Support-vector networks. Mach Learn 1995;20:273.
  • Berg K, Wood-Dauphinee S, Williams J, Maki B. Measuring balance in the elderly: validation of an instrument. Can J Pub Health 1992;2:S7–11.
  • Martínez-Ramírez A, Weenk D, Lecumberri P, et al. Pre-operative ambulatory measurement of asymmetric lower limb loading during walking in total hip arthroplasty patients. J Neuroeng Rehabil 2013;10:41.
  • Dietterich TG, Bakiri G. Solving multiclass learning problems via error correcting output codes. J Artif Intell Res 1995;2:263–86.
  • Allwein EL, Schapire RE, Singer Y. Reducing multi-class to binary: a unifying approach for margin classifiers. In:Proceedings of the Seventeenth International Conference on Machine Learning, Stanford University, Standord, CA, 2000.
  • Crammer K, Singer Y. On the algorithmic implementation of multiclass kernel-based vector machines. J Mach Learn Res 2001;2:265–92.
  • Weston J, Watkins C. Support vector machines for multiclass pattern recognition. In Proceedings of the Seventh European Symposium on Artificial Neuron Networks (ESANN 1999), Burges, Belgium, 1999:219–509.
  • Liu Y, Shen X. Multicategory psi-learning. J Am Stat Assoc 2006;101:474–509.
  • Jurman G, Fuelanello C. A unifying view for performance measures in multi-class prediction. PLoS One 2012;7:e41882.
  • Olney S, Griffin M, McBride I. Multivariate examination of data from gait analysis of persons with stroke. J Am Phys Ther Assoc 1998;78:814–28.
  • Karg M, Kuhnlenz K, Buss M. Recognition of affect based on gait patterns. IEEE Trans Syst ManCybernetB Cybernet 2010;40:1050, 1061
  • Wu J, Wang J, Liu L. Feature extraction via KPCA for classification of gait patterns. Hum Movem Sci 2007;26:393–411.
  • Saeys Y, Inza I, Larrañaga. A review of feature selection techniques in bioinformatics. Bioinformatics 2007;23:2507–17.
  • Kim Y, Kwona S, Songb SH. Multiclass sparse logistic regression for classification of multiple cancer types using gene expression data. Comput Stat Data Anal 2006;51:1643–55.
  • Dudoit S, Fridlyand J, Speed T. Comparison of discrimination methods for the classification of tumors using gene expression data. J Am Stat Assoc 2002;97:77–87.
  • Hamdani TM, Won JM, Alimi AM, Karray F. Multi-objective feature selection with NSGA II. Adapt Nat Comput Algorithms 2007;4431:240–7.
  • Igel C. Multi-objective model selection for support vector machines. In: Coello CA, Zitzler E, Hernandez Aguirre A, eds. Proceedings of the Third International Conference on Evolutionary Multi-Criterion Optimization (EMO 2005). Vol.3410 of LNCS. Berlin/Heidelberg: Springer-Verlag;2005:534–46.
  • Wang L, Shen X. On L1-norm multi-class support vector machines methodology and theory. J Am Stat Assoc 2007;102:583–94.
  • Zhang HH, Lu W. Adaptive-LASSO for Cox’s proportional hazard model, Biometrika 2007;94:691–703.
  • Yamashita O, Sato MA, Yoshioka T, et al. Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patterns. Neuroimage 2008;42:1414–29.
  • Wasson JH, Gall V, McDonald R, Liang MH. The prescription of assistive devices for the elderly: practical considerations. J Gen Intern Med 1990;5:46–54.
  • Kegelmeyer D, Parthasarathy S, Kostyk S, et al. Assistive devices alter gait patterns in Parkinson disease: advantages of the four-wheeled walker. Gait Posture 2013;38:20–4.
  • Vogt L, Lucki K, Bach M, Banzer W. Rollator use and functional outcome of geriatric rehabilitation. J Rehabil Res Dev 2010;47:151.
  • Liu HH. Assessment of rolling walkers used by older adults in senior-living communities. Geriatr Gerontol Int 2009;9:124–30.
  • Kloos A, Kegelmeyer D, White S, Kostyk S. The impact of different types of assistive devices on gait measures and safety in Huntington’s disease. PLoS One 2012;7:e30903.
  • Wellmon R,Pezzillo K, Eichhorn G, et al. Changes in dual-task voice reaction time among elders who use assistive devices. J Geriatr Phys Ther 2006;29:74–80.
  • Liu HH, McGee M, Wang W, Persson M. Comparison of gait characteristics between older rolling walker users and older potential walker users. Arch Gerontol Geriatr 2009;48:276–80.
  • Youdas JW, Kotajarvi BJ, Padgett DJ, Kaufman KR. Partial weight-bearing gait using conventional assistive devices. Arch Phys Med Rehabil 2005;86:394–8.
  • Ishikura T. Biomechanical analysis of weight bearing force and muscle activiation levels in the lower extremities during gait with a walker. Acta Med Okayama 2001;55:73–82.
  • Martins M, Santos CP, Costa L. Multivariate Analysis of walker-assisted ambulation IEEE 3rd Portuguese Meeting in Bioengineering (ENBENG), Braga; 2013:23–26
  • Tung JY, Gage WH, Poupart P, McIlroy WE. Upper limb contributions to frontal plane balance control in rollator-assisted walking. Assist Technol 2013;April:130403080327008.
  • Melis EH, Torres-Moreno R, Barbeau H, Lemaire ED. Analysis of assisted-gait characteristics in persons with incomplete spinal cord injury. Spinal Cord 1999;37:430–9.
  • Roomi J, Yohannes AM, Connolly MJ. The effect of walking aids on exercise capacity and oxygenation in elderly patients with chronic obstructive pulmonary disease. Age Ageing 1998;27:703–6.
  • Priebe JR, Kram R. Why is walker-assisted gait metabolically expensive? Gait Posture 2011;34:265–9.
  • Van Hook FW, Demonbreun D, Weiss BD. Ambulatory devices for chronic gait disorders in the elderly. Am Fam Physician 2003;67:1717–24.
  • Bradley SM, Hernandez CR. Geriatric assistive devices. Am Fam Physician 2011;84:405–11.
  • Smidt GL, Mommens MA. System of reporting and comparing influence of ambulatory aids on gait. Phys Ther 1980;60:551–8.
  • Talis VL, Grishin AA, Solopova IA, et al. Asymmetric leg loading during sit-to-stand, walking and quiet standing in patients after unilateral total hip replacement surgery. Clin Biomech 2008;23:424–33.
  • Hurwitz DE, Hulet CH, Andriacchi TP, et al. Gait compensations in patients with osteoarthritis of the hip and their relationship to pain and passive hip motion. J Orthop Res 1997;15:629–35.
  • Tereso A, Martins M, Santos CP, et al. Detection of gait events and assessment of fall risk using accelerometers in assisted gait. 11th International Conference on Informatics in Control, Automation and Robotics (ICINCO); 2014:788–93.
  • Vissers MM, Bussmann JB, Verhaar JA, et al. Recovery of physical functioning after total hip arthroplasty: systematic review and meta-analysis of the literature. Phys Ther 2011;91:615–29.

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