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Analysis on Relation between Rehabilitation Training Movement and Muscle Activation using Weighted Association Rule Discovery  

Lee, Ah-Reum (Department of Healthcare Engineering, Graduate School, Chonbuk National University)
Piao, Youn-Jun (Chonbuk National University Automobile parts & mold technology Innovation Center, CATIC)
Kwon, Tae-Kyu (Center for healthcare technology development)
Kim, Jung-Ja (Division of Biomedical Engineering, Chonbuk National University)
Publication Information
Journal of the Institute of Electronics Engineers of Korea CI / v.46, no.6, 2009 , pp. 7-17 More about this Journal
Abstract
The precise analysis of exercise data for designing an effective rehabilitation system is very important as a feedback for planing the next exercising step. Many subjective and reliable research outcomes that were obtained by analysis and evaluation for the human motor ability by various methods of biomechanical experiments have been introduced. Most of them include quantitative analysis based on basic statistical methods, which are not practical enough for application to real clinical problems. In this situation, data mining technology can be a promising approach for clinical decision support system by discovering meaningful hidden rules and patterns from large volume of data obtained from the problem domain. In this research, in order to find relational rules between posture training type and muscle activation pattern, we investigated an application of the WAR(Weishted Association Rule) to the biomechanical data obtained mainly for evaluation of postural control ability. The discovered rules can be used as a quantitative prior knowledge for expert's decision making for rehabilitation plan. The discovered rules can be used as a more qualitative and useful priori knowledge for the rehabilitation and clinical expert's decision-making, and as a index for planning an optimal rehabilitation exercise model for a patient.
Keywords
Data mining; Weighted association rule discovery; Postral control; Rehabilitation training;
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Times Cited By KSCI : 2  (Citation Analysis)
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1 W. Wang, J. Yang P. Yu, 'Efficient mining of weighted association rules(WAR)', Proc. the ACM SIGKDD Conf. on Knowledge Discovery and Data Mining, pp. 270-274, 2000   DOI
2 Kim, H. Ceong, Y. Won, 'Weighted association rule mining for item groups with different properties and risk assessment for networked systems', IEICE Trans. Information and Systems, Vol. E85, No. 1, 2002, pp. 1-7
3 P. A. Goldie, T.M. Bach, and O. M. Evans, 'Force platform measures for evaluating postural control: reliability an validity', Arch. Phys. Med. Rehabil., Vol. 70, pp. 510-517, 1989   PUBMED   ScienceOn
4 Michael E. Hahn, Arthur M. Farley, Victor Linc, Li-Shan Chou, 'Neural network estimation of balance control during locomotion', Journal of Biomechanics, Vol. 38, pp. 717-724, 2005   DOI   ScienceOn
5 M. Klemettinen, H. Mannila, P. Ronkainen, H. Toivonen, and A.I. Verkamo, 'Finding Iteresting Rules from Large Sets of Discovered Association Rules', Proc. of the 3rd Intl. Conf. on Information and Knowledge Management, pp. 401-407, 1994
6 D. Zennaro, P. Welling, V.M. Koch, G.S. Moschytz, T. Laubli, “A software package for the decomposition of long-term multichannel EMG signals using wavelet coefficients”, IEEE Trans. Biomed. Eng. Vol. 50, pp. 58-69, 2003   DOI   ScienceOn
7 A. Shumway-Cook, D. Anson, and S. Haller, 'Effect on Balance and Locomotion in Hemiparetic Adult,' Arch. Phys. Med. Rehabil. Vol. 69, pp. 395-400, 1989   ScienceOn
8 T. Imamura, S. Matsumoto, Yo. Kanagawa, B. Tajima, S. Matsuya, M. Furue, H. Oyama, 'A technique for identifying three diagnostic findings using association analysis', M
9 G. Vannozzi, A. Cereatti, C. Mazza, F. Benvenuti, U. Della Croce, 'Extraction of information on elder motor ability from clinical and biomechanical data through data mining', Journal of computer methods and programs in biomedicine, Vol 88, pp. 85-94, 2007   DOI   ScienceOn
10 J. F. Lehmann, S. Boswell, R. Price, A. Burleigh, B. J. DeLateur, K. M. Jaffe, and K. Herling, 'Quantitative Evaluation of Sway as An Indicator of Functional Balance in Past Traumatic Brain Injury,' Arch Phys. Med. Rehabil., Vol. 70, pp. 955-962, 1990
11 omoaki Imamura, Shinya Matsumoto, Yoshiyuki Kanagawa, Bunichi Tajima, Shiro Matsuya, Masutaka Furue, Hiroshi Oyama, 'A technique for identifying three diagnostic findings using association analysis', Med Bio Eng Comput, Vol 45, pp. 51-59, 2007   DOI   ScienceOn
12 iegbert Krafczyk, Simon Tietze, Walter Swoboda, Peter Valkovic, Thomas Brandt, 'Artificial Neural Network: A new diagnostic posturographic tool for disorders of stance', Clinical Neurophysiology, Vol. 117, pp. 1692- 1698, 2006   DOI   ScienceOn
13 S. Wu, Y.X. Gong, C. Xue, Z. Zhi, 'Extraction of MUAP from Neng Signal using Self-organization Competing NN', Dept of Electronic Science & Tech, Univ. of Science & Tech. of China, Hefei, 2001
14 J.J. Berman. 'Confidentiality issues for medical data miners', Artif. Intell. Med. ,Vol. 26(1-2), pp. 25-36, 2002   DOI   ScienceOn
15 K. Y. Jung, “ Optimal Associateive Neighborhood Mining using Representative Attribute”, IEEE, Vol. 43, pp.50-57, 2006
16 W. T. Hwang, D. S. Kim, 'Improved Association Rule Mining by Modified Trimming'' IEEE, Vol. 45, pp.15-21. 2008ed Bio Eng Comput, Vol 45, pp. 51-59, 2007   과학기술학회마을   ScienceOn
17 M. E. Howard, P. W. Cawley, and G. M. Losse, 'Correlation of Static and Dynamic Balance Deficit to Injury History, Perform ancecriteria and Physical finding in 595 Elite College Football Players,' 8th Annual AOSSM Specialty Day, Orlando, FI, Feb. 1995
18 C. D. Katsis, Y. Goletsis, A. Likas, D.I. Fotiadis, I. Sarmas, 'A novel method for automated EMG decomposition and MUAP classification', Artif. Intell. Med. Vol. 37, pp. 55-64, 2006   DOI   ScienceOn
19 G. Vannozzi, A. Cereatti, C. Mazza, F. Benvenuti, U. Della Croce, 'Extraction of information on elder motor ability from clinical and biomechanical data through data mining', Journal of computer methods and programs in biomedicine, Vol 88, pp. 85-94, 2007   DOI   ScienceOn
20 F. B. Horak and L. M. Nashner, “Central Programming of Postural Movements: Adaptation to Altered Support Surface Configurations,” J. Neurophysiol, Vol. 55, pp. 1369-1381, 1986
21 D. A. C. M. Commissaris, P. H. J. A. Nieuwenhuihzen, S. Overeem, A. Vosde, J. E. J. Duysens, and B. R. Bleom, 'Dynamic Posturography using A New Movable Multidirectional Platform Driven by Gravity,' J. Neuroscience Methods, Vol. 113, pp. 3-84, 2003
22 R. SriKant and R. Agrawal, 'Mining Generalized Association Rules', In Proceedings of the 21st VLDB conference, Zurich, Swizerland, 1995.   DOI   ScienceOn
23 F. Tao, 'Mining binary relationships from transaction data in weighted settings', PhD Thesis, School of Computer Science, Queen's University Belfast, UK, 2003.