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Volumn 39, Issue 1, 2009, Pages 36-46

Gait feature subset selection by mutual information

Author keywords

Biometrics; Feature selection; Gait recognition; Mutual information (MI)

Indexed keywords

BIOMETRICS; CLUSTER ANALYSIS; CORRELATION METHODS; GAIT ANALYSIS; PATTERN RECOGNITION; PIXELS; RANDOM VARIABLES;

EID: 58149114589     PISSN: 10834427     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCA.2008.2007977     Document Type: Conference Paper
Times cited : (115)

References (39)
  • 3
    • 33947410829 scopus 로고    scopus 로고
    • Automatic recognition by gait
    • Nov
    • M. S. Nixon and J. N. Carter, "Automatic recognition by gait," Proc. IEEE, vol. 94, no. 11, pp. 2013-2024, Nov. 2006.
    • (2006) Proc. IEEE , vol.94 , Issue.11 , pp. 2013-2024
    • Nixon, M.S.1    Carter, J.N.2
  • 4
    • 33645974840 scopus 로고    scopus 로고
    • Improved gait recognition by gait dynamics normalization
    • Jun
    • Z. Liu and S. Sarkar, "Improved gait recognition by gait dynamics normalization," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 6, pp. 863-876, Jun. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell , vol.28 , Issue.6 , pp. 863-876
    • Liu, Z.1    Sarkar, S.2
  • 5
    • 23444453561 scopus 로고    scopus 로고
    • Automated markerless extraction of walking people using deformable contour models
    • Jul
    • D. K. Wagg and M. S. Nixon, "Automated markerless extraction of walking people using deformable contour models," Comput. Animation Virtual Worlds, vol. 15, no. 3/4, pp. 399-406, Jul. 2004.
    • (2004) Comput. Animation Virtual Worlds , vol.15 , Issue.3-4 , pp. 399-406
    • Wagg, D.K.1    Nixon, M.S.2
  • 6
    • 1842832783 scopus 로고    scopus 로고
    • Automated person recognition by walking and running via model-based approaches
    • May
    • C. Yam, M. Nixon, and J. Carter, "Automated person recognition by walking and running via model-based approaches," Pattern Recognit. vol. 37, no. 5, pp. 1057-1072, May 2004.
    • (2004) Pattern Recognit , vol.37 , Issue.5 , pp. 1057-1072
    • Yam, C.1    Nixon, M.2    Carter, J.3
  • 8
    • 0037668141 scopus 로고    scopus 로고
    • Automatic gait recognition by symmetry analysis
    • Sep
    • J. Hayfron-Acquah, M. S. Nixon, and J. N. Carter, "Automatic gait recognition by symmetry analysis," Pattern Recognit. Lett., vol. 24, no. 13, pp. 2175-2183, Sep. 2003.
    • (2003) Pattern Recognit. Lett , vol.24 , Issue.13 , pp. 2175-2183
    • Hayfron-Acquah, J.1    Nixon, M.S.2    Carter, J.N.3
  • 10
    • 0346750541 scopus 로고    scopus 로고
    • Silhouette analysis-based gait recognition for human identification
    • Dec
    • L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette analysis-based gait recognition for human identification," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1505-1518, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , Issue.12 , pp. 1505-1518
    • Wang, L.1    Tan, T.2    Ning, H.3    Hu, W.4
  • 11
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Jan
    • G. Hughes, "On the mean accuracy of statistical pattern recognizers," IEEE Trans. Inf. Theory, vol. IT-14, no. 1, pp. 55-63, Jan. 1968.
    • (1968) IEEE Trans. Inf. Theory , vol.IT-14 , Issue.1 , pp. 55-63
    • Hughes, G.1
  • 12
    • 0031078007 scopus 로고    scopus 로고
    • Feature selection: Evaluation, application, and small sample performance
    • Feb
    • A. Jain and D. Zongker, "Feature selection: Evaluation, application, and small sample performance," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 2, pp. 153-158, Feb. 1997.
    • (1997) IEEE Trans. Pattern Anal. Mach. Intell , vol.19 , Issue.2 , pp. 153-158
    • Jain, A.1    Zongker, D.2
  • 13
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • Dec
    • A. Blum and P. Langley, "Selection of relevant features and examples in machine learning," Artif. Intell., vol. 97, no. 1/2, pp. 245-271, Dec. 1997.
    • (1997) Artif. Intell , vol.97 , Issue.1-2 , pp. 245-271
    • Blum, A.1    Langley, P.2
  • 14
    • 21144433480 scopus 로고    scopus 로고
    • Human recognition on combining kinematic and stationary features
    • B. Bhanu and J. Han, "Human recognition on combining kinematic and stationary features," in Proc. 4th Int. Conf. AVBPA, 2003, pp. 600-608.
    • (2003) Proc. 4th Int. Conf. AVBPA , pp. 600-608
    • Bhanu, B.1    Han, J.2
  • 16
    • 8844262694 scopus 로고    scopus 로고
    • Toward understanding the limits of gait recognition
    • Z. Liu, L. Malave, A. Osuntogun, P. Sudhakar, and S. Sarkar, "Toward understanding the limits of gait recognition," Proc. SPIE, vol. 5404, pp. 195-205, 2004.
    • (2004) Proc. SPIE , vol.5404 , pp. 195-205
    • Liu, Z.1    Malave, L.2    Osuntogun, A.3    Sudhakar, P.4    Sarkar, S.5
  • 18
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and minredundancy
    • Aug
    • H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and minredundancy," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1226-1238, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 19
    • 33750590333 scopus 로고    scopus 로고
    • Band selection for hyperspectral image classification using mutual information
    • Oct
    • B. Guo, S. R. Gunn, R. I. Damper, and J. D. B. Nelson, "Band selection for hyperspectral image classification using mutual information," IEEE Geosci. Remote Sens. Lett., vol. 3, no. 4, pp. 522-526, Oct. 2006.
    • (2006) IEEE Geosci. Remote Sens. Lett , vol.3 , Issue.4 , pp. 522-526
    • Guo, B.1    Gunn, S.R.2    Damper, R.I.3    Nelson, J.D.B.4
  • 20
    • 0028468293 scopus 로고
    • Using mutual information for selecting features in supervised neural net learning
    • Jul
    • R. Battiti, "Using mutual information for selecting features in supervised neural net learning," IEEE Trans. Neural Netw., vol. 5, no. 4, pp. 537-550, Jul. 1994.
    • (1994) IEEE Trans. Neural Netw , vol.5 , Issue.4 , pp. 537-550
    • Battiti, R.1
  • 21
    • 0036933407 scopus 로고    scopus 로고
    • Input feature selection by mutual information based on Parzen window
    • Dec
    • N. Kwak and C.-H. Choi, "Input feature selection by mutual information based on Parzen window," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 12, pp. 1667-1671, Dec. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell , vol.24 , Issue.12 , pp. 1667-1671
    • Kwak, N.1    Choi, C.-H.2
  • 22
    • 0036127473 scopus 로고    scopus 로고
    • Input feature selection for classification problems
    • Jan
    • N. Kwak and C.-H. Choi, "Input feature selection for classification problems," IEEE Trans. Neural Netw., vol. 13, no. 1, pp. 143-159, Jan. 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.1 , pp. 143-159
    • Kwak, N.1    Choi, C.-H.2
  • 23
    • 0031106962 scopus 로고    scopus 로고
    • Multimodality image registration by maximization of mutual information
    • Apr
    • F. Maes, A. Collignon, D. Vandermeulen, G. Marchal, and P. Suetens, "Multimodality image registration by maximization of mutual information," IEEE Trans. Med. Imag., vol. 16, no. 2, pp. 187-198, Apr. 1997.
    • (1997) IEEE Trans. Med. Imag , vol.16 , Issue.2 , pp. 187-198
    • Maes, F.1    Collignon, A.2    Vandermeulen, D.3    Marchal, G.4    Suetens, P.5
  • 24
    • 0043028206 scopus 로고    scopus 로고
    • Mutual-information-based registration of medical images: A survey
    • Aug
    • J. Pluim, J. Maintz, and M. Viergever, "Mutual-information-based registration of medical images: A survey," IEEE Trans. Med. Imag. vol. 22, no. 8, pp. 986-1004, Aug. 2003.
    • (2003) IEEE Trans. Med. Imag , vol.22 , Issue.8 , pp. 986-1004
    • Pluim, J.1    Maintz, J.2    Viergever, M.3
  • 26
    • 1942450610 scopus 로고    scopus 로고
    • Feature extraction by non-parametric mutual information maximization
    • K. Torkkola, "Feature extraction by non-parametric mutual information maximization," J. Mach. Learn. Res., vol. 3, no. 3, pp. 1415-1438, 2003.
    • (2003) J. Mach. Learn. Res , vol.3 , Issue.3 , pp. 1415-1438
    • Torkkola, K.1
  • 28
    • 33646700012 scopus 로고    scopus 로고
    • Mutual information-based feature selection in studying perturbation of dendritic structure caused by TSC2 inactivation
    • Mar
    • X. Zhou, J. Zhu, K. Liu, B. Sabatini, and S. Wong, "Mutual information-based feature selection in studying perturbation of dendritic structure caused by TSC2 inactivation," Neuroinformatics vol. 4, no. 1, pp. 81-94, Mar. 2006.
    • (2006) Neuroinformatics , vol.4 , Issue.1 , pp. 81-94
    • Zhou, X.1    Zhu, J.2    Liu, K.3    Sabatini, B.4    Wong, S.5
  • 30
    • 38349181507 scopus 로고    scopus 로고
    • A fast separability-based feature selection method for high-dimensional remotely-sensed image classification
    • B. Guo, R. I. Damper, S. R. Gunn, and J. Nelson, "A fast separability-based feature selection method for high-dimensional remotely-sensed image classification," Pattern Recognit., vol. 41, no. 5, pp. 1670-1679, 2008.
    • (2008) Pattern Recognit , vol.41 , Issue.5 , pp. 1670-1679
    • Guo, B.1    Damper, R.I.2    Gunn, S.R.3    Nelson, J.4
  • 31
    • 37749049012 scopus 로고    scopus 로고
    • N. J. Salkind, Ed. Thousand Oaks, CA: Sage, ch. Coefficients of correlation, alienation and determination
    • H. Abdi, Encyclopedia of Measurement and Statistics, N. J. Salkind, Ed. Thousand Oaks, CA: Sage, 2007, ch. Coefficients of correlation, alienation and determination.
    • (2007) Encyclopedia of Measurement and Statistics
    • Abdi, H.1
  • 32
    • 3543121719 scopus 로고    scopus 로고
    • Lower and upper bounds for misclassification probability based on Renyi's information
    • D. Erdogmus and J. Principe, "Lower and upper bounds for misclassification probability based on Renyi's information," J. VLSI Signal Process. Syst., vol. 37, no. 2/3, pp. 305-317, 2004.
    • (2004) J. VLSI Signal Process. Syst , vol.37 , Issue.2-3 , pp. 305-317
    • Erdogmus, D.1    Principe, J.2
  • 33
    • 84915005479 scopus 로고
    • Probability of error, equivocation, and the Chernoff bound
    • Jul
    • M. E. Hellman and J. Raviv, "Probability of error, equivocation, and the Chernoff bound," IEEE Trans. Inf. Theory, vol. IT-16, no. 4, pp. 368-372, Jul. 1970.
    • (1970) IEEE Trans. Inf. Theory , vol.IT-16 , Issue.4 , pp. 368-372
    • Hellman, M.E.1    Raviv, J.2
  • 34
    • 58149115819 scopus 로고    scopus 로고
    • Jensen's inequality
    • Online. Available
    • E. Weisstein, "Jensen's inequality," MathWorld - A Wolfram Web Resource. Online. Available: http://mathworld.wolfram.com/ JensensInequality.html
    • MathWorld - A Wolfram Web Resource
    • Weisstein, E.1
  • 36
    • 48649084308 scopus 로고    scopus 로고
    • Local and global models for articulated motion analysis,
    • Ph.D. dissertation, School Electron. Comput. Sci, Univ. Southampton, Southampton, U.K
    • D. Wagg, "Local and global models for articulated motion analysis," Ph.D. dissertation, School Electron. Comput. Sci., Univ. Southampton, Southampton, U.K., 2006.
    • (2006)
    • Wagg, D.1
  • 38
    • 34249753618 scopus 로고
    • Support-vector networks
    • Sep
    • C. Cortes and V. N. Vapnik, "Support-vector networks," Mach. Learn. vol. 20, no. 3, pp. 273-297, Sep. 1995.
    • (1995) Mach. Learn , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.N.2
  • 39
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Jun
    • C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining Knowl. Discovery, vol. 2, no. 2, pp. 121-167, Jun. 1998.
    • (1998) Data Mining Knowl. Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.