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Volumn 105, Issue , 2013, Pages 12-18

Efficient semi-supervised feature selection with noise insensitive trace ratio criterion

Author keywords

Feature selection; Graph based learning; Re scale preprocessing; Semi supervised; Trace ratio

Indexed keywords

DIMENSIONALITY REDUCTION; FEATURE SELECTION ALGORITHM; GRAPH-BASED LEARNING; HIGH DIMENSIONAL DATA; LABELED AND UNLABELED DATA; RE-SCALE PREPROCESSING; SEMI-SUPERVISED; TRACE RATIO;

EID: 84875384168     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2012.05.031     Document Type: Article
Times cited : (96)

References (26)
  • 1
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I., Elisseeff A. An introduction to variable and feature selection. J. Mach. Learn. Res. 2003, 3:1157-1182.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 3
    • 0010739663 scopus 로고    scopus 로고
    • Filters, wrappers and a boosting-based hybrid for feature selection
    • S. Das, Filters, wrappers and a boosting-based hybrid for feature selection, in: ICML, 2001, pp. 74-81.
    • (2001) ICML , pp. 74-81
    • Das, S.1
  • 4
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • Kohavi R., John G.H. Wrappers for feature subset selection. Artif. Intell. 1997, 97(1-2):273-324.
    • (1997) Artif. Intell. , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 5
    • 85135939782 scopus 로고    scopus 로고
    • Efficient and robust feature selection via joint ℓ2,1-norms minimization
    • F. Nie, H. Huang, X. Cai, C. Ding, Efficient and robust feature selection via joint ℓ2,1-norms minimization, in: NIPS, 2010.
    • (2010) NIPS
    • Nie, F.1    Huang, H.2    Cai, X.3    Ding, C.4
  • 7
  • 9
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using Gaussian fields and harmonic functions
    • X. Zhu, Z. Ghahramani, J.D. Lafferty, Semi-supervised learning using Gaussian fields and harmonic functions, in: ICML, 2003, pp. 912-919.
    • (2003) ICML , pp. 912-919
    • Zhu, X.1    Ghahramani, Z.2    Lafferty, J.D.3
  • 11
    • 77952807496 scopus 로고    scopus 로고
    • A general graph-based semi-supervised learning with novel class discovery
    • Nie F., Xiang S., Liu Y., Zhang C. A general graph-based semi-supervised learning with novel class discovery. Neural Comput. Appl. 2010, 19(4):549-555.
    • (2010) Neural Comput. Appl. , vol.19 , Issue.4 , pp. 549-555
    • Nie, F.1    Xiang, S.2    Liu, Y.3    Zhang, C.4
  • 12
    • 63049138297 scopus 로고    scopus 로고
    • Beyond distance measurement. constructing neighborhood similarity for video annotation
    • Wang M., Hua X.-S., Tang J., Hong R. Beyond distance measurement. constructing neighborhood similarity for video annotation. IEEE Trans. Multimedia 2009, 11(3):465-476.
    • (2009) IEEE Trans. Multimedia , vol.11 , Issue.3 , pp. 465-476
    • Wang, M.1    Hua, X.-S.2    Tang, J.3    Hong, R.4
  • 14
    • 41549136620 scopus 로고    scopus 로고
    • Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval
    • Yang Y., Zhuang Y., Wu F., Pan Y. Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval. IEEE Trans. Multimedia 2008, 10(3):437-446.
    • (2008) IEEE Trans. Multimedia , vol.10 , Issue.3 , pp. 437-446
    • Yang, Y.1    Zhuang, Y.2    Wu, F.3    Pan, Y.4
  • 15
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • Roweis S.T., Al E. Nonlinear dimensionality reduction by locally linear embedding. Science 2000, 290:2323-2326.
    • (2000) Science , vol.290 , pp. 2323-2326
    • Roweis, S.T.1    Al, E.2
  • 16
    • 14544307975 scopus 로고    scopus 로고
    • Principal manifolds and nonlinear dimension reduction via local tangent space alignment
    • Zhang Z., Zha H. Principal manifolds and nonlinear dimension reduction via local tangent space alignment. SIAM J. Sci. Comput. 2005, 26:313-338.
    • (2005) SIAM J. Sci. Comput. , vol.26 , pp. 313-338
    • Zhang, Z.1    Zha, H.2
  • 17
    • 68549104123 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction with local spline embedding
    • Xiang S., Nie F., Zhang C., Zhang C. Nonlinear dimensionality reduction with local spline embedding. IEEE Trans. Knowl. Data Eng. 2009, 21(9):1285-1298.
    • (2009) IEEE Trans. Knowl. Data Eng. , vol.21 , Issue.9 , pp. 1285-1298
    • Xiang, S.1    Nie, F.2    Zhang, C.3    Zhang, C.4
  • 18
    • 72449143147 scopus 로고    scopus 로고
    • Ranking with local regression and global alignment for cross media retrieval
    • Y. Yang, D. Xu, F. Nie, J. Luo, Y. Zhuang, Ranking with local regression and global alignment for cross media retrieval, in: ACM Multimedia, 2009, pp. 175-184.
    • (2009) ACM Multimedia , pp. 175-184
    • Yang, Y.1    Xu, D.2    Nie, D.3    Luo, J.4    Zhuang, Y.5
  • 19
    • 84863116061 scopus 로고    scopus 로고
    • A multimedia retrieval framework based on semi-supervised ranking and relevance feedback, IEEE Trans
    • Y. Yang, F. Nie, D. Xu, J. Luo, Y. Zhuang, Y. Pan, A multimedia retrieval framework based on semi-supervised ranking and relevance feedback, IEEE Trans. Pattern Anal. Mach. Intell., 34 (4) (2012) 723-742.
    • (2012) Pattern Anal. Mach. Intell , vol.34 , Issue.4 , pp. 723-742
    • Yang, Y.1    Nie, F.2    Xu, D.3    Luo, J.4    Zhuang, Y.5    Pan, Y.6
  • 20
    • 67649427872 scopus 로고    scopus 로고
    • Semi-supervised orthogonal discriminant analysis via label propagation
    • Nie F., Xiang S., Jia Y., Zhang C. Semi-supervised orthogonal discriminant analysis via label propagation. Pattern Recognition 2009, 42(11):2615-2627.
    • (2009) Pattern Recognition , vol.42 , Issue.11 , pp. 2615-2627
    • Nie, F.1    Xiang, S.2    Jia, Y.3    Zhang, C.4
  • 21
    • 4544280485 scopus 로고    scopus 로고
    • Nearly-linear time algorithms for graph partitioning, graph sparsification, and solving linear systems
    • D.A. Spielman, S.H. Teng, Nearly-linear time algorithms for graph partitioning, graph sparsification, and solving linear systems, in: Annual ACM Symposium on Theory of Computing, 2004.
    • (2004) Annual ACM Symposium on Theory of Computing
    • Spielman, D.A.1    Teng, S.H.2
  • 22
    • 36948999941 scopus 로고    scopus 로고
    • UCI Machine Learning Repository
    • University of California, Irvine, School of Information and Computer Sciences
    • A. Asuncion, D. Newman, UCI Machine Learning Repository, University of California, Irvine, School of Information and Computer Sciences, 2007. URL http://www.ics.uci.edu/~mlearn/MLRepository.html.
    • (2007)
    • Asuncion, A.1    Newman, D.2
  • 23
    • 0028734063 scopus 로고
    • Parameterisation of a stochastic model for human face identification
    • 2nd IEEE Workshop on Applications of Computer Vision
    • F.S. Samaria, A.C. Harter, Parameterisation of a stochastic model for human face identification, in: 2nd IEEE Workshop on Applications of Computer Vision, 1994, pp. 138-142.
    • (1994) , pp. 138-142
    • Samaria, F.S.1    Harter, A.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.