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Volumn 26, Issue 4, 2015, Pages 720-733

Multiclass Semisupervised Learning Based Upon Kernel Spectral Clustering

Author keywords

Kernel spectral clustering (KSC); low embedding dimension for clustering; multiclass problem; semisupervised learning

Indexed keywords

ALGORITHMS; CLUSTERING ALGORITHMS; COST FUNCTIONS; LINEAR SYSTEMS; SUPERVISED LEARNING;

EID: 85027937419     PISSN: 2162237X     EISSN: 21622388     Source Type: Journal    
DOI: 10.1109/TNNLS.2014.2322377     Document Type: Article
Times cited : (49)

References (36)
  • 2
    • 33745456231 scopus 로고    scopus 로고
    • Ph.D. dissertation, Dept. Comput. Sci., Univ. Wisconsin-Madison, Madison, WI, USA
    • X. Zhu, "Semi-supervised learning literature survey," Ph.D. dissertation, Dept. Comput. Sci., Univ. Wisconsin-Madison, Madison, WI, USA, 2006.
    • (2006) Semi-Supervised Learning Literature Survey
    • Zhu, X.1
  • 3
    • 72149123904 scopus 로고    scopus 로고
    • Semisupervised least squares support vector machine
    • Dec.
    • M. M. Adankon, M. Cheriet, and A. Biem, "Semisupervised least squares support vector machine," IEEE Trans. Neural Netw., vol. 20, no. 12, pp. 1858-1870, Dec. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.12 , pp. 1858-1870
    • Adankon, M.M.1    Cheriet, M.2    Biem, A.3
  • 4
    • 84867796463 scopus 로고    scopus 로고
    • Semi-supervised dimension reduction using trace ratio criterion
    • Mar.
    • Y. Huang, D. Xu, and F. Nie, "Semi-supervised dimension reduction using trace ratio criterion," IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 3, pp. 519-526, Mar. 2012.
    • (2012) IEEE Trans. Neural Netw. Learn. Syst. , vol.23 , Issue.3 , pp. 519-526
    • Huang, Y.1    Xu, D.2    Nie, F.3
  • 5
    • 80455143729 scopus 로고    scopus 로고
    • Spectral embedded clustering: A framework for in-sample and out-of-sample spectral clustering
    • Nov.
    • F. Nie, Z. Zeng, I. W. Tsang, D. Xu, and C. Zhang, "Spectral embedded clustering: A framework for in-sample and out-of-sample spectral clustering," IEEE Trans. Neural Netw., vol. 22, no. 11, pp. 1796-1808, Nov. 2011.
    • (2011) IEEE Trans. Neural Netw. , vol.22 , Issue.11 , pp. 1796-1808
    • Nie, F.1    Zeng, Z.2    Tsang, I.W.3    Xu, D.4    Zhang, C.5
  • 6
    • 33750729556 scopus 로고    scopus 로고
    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • Nov.
    • M. Belkin, P. Niyogi, and V. Sindhwani, "Manifold regularization: A geometric framework for learning from labeled and unlabeled examples," J. Mach. Learn. Res., vol. 7, pp. 2399-2434, Nov. 2006.
    • (2006) J. Mach. Learn. Res. , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, V.3
  • 7
    • 78149284061 scopus 로고    scopus 로고
    • Semi-supervised classification via local spline regression
    • Nov.
    • S. Xiang, F. Nie, and C. Zhang, "Semi-supervised classification via local spline regression," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 11, pp. 2039-2053, Nov. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.11 , pp. 2039-2053
    • Xiang, S.1    Nie, F.2    Zhang, C.3
  • 8
    • 84863116061 scopus 로고    scopus 로고
    • A multimedia retrieval framework based on semi-supervised ranking and relevance feedback
    • Apr.
    • Y. Yang, F. Nie, D. Xu, J. Luo, Y. Zhuang, and Y. Pan, "A multimedia retrieval framework based on semi-supervised ranking and relevance feedback," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 4, pp. 723-742, Apr. 2012.
    • (2012) IEEE Trans. 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
  • 9
    • 84887988371 scopus 로고    scopus 로고
    • Multiple graph label propagation by sparse integration
    • Dec.
    • M. Karasuyama and H. Mamitsuka, "Multiple graph label propagation by sparse integration," IEEE Trans. Neural Netw. Learn. Syst., vol. 24, no. 12, pp. 1999-2012, Dec. 2013.
    • (2013) IEEE Trans. Neural Netw. Learn. Syst. , vol.24 , Issue.12 , pp. 1999-2012
    • Karasuyama, M.1    Mamitsuka, H.2
  • 10
    • 84867178411 scopus 로고    scopus 로고
    • New semi-supervised classification method based on modified cluster assumption
    • May
    • Y. Wang, S. Chen, and Z.-H. Zhou, "New semi-supervised classification method based on modified cluster assumption," IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 5, pp. 689-702, May 2012.
    • (2012) IEEE Trans. Neural Netw. Learn. Syst. , vol.23 , Issue.5 , pp. 689-702
    • Wang, Y.1    Chen, S.2    Zhou, Z.-H.3
  • 11
    • 84899013108 scopus 로고    scopus 로고
    • On spectral clustering: Analysis and an algorithm
    • A. Y. Ng, M. I. Jordan, and Y. Weiss, "On spectral clustering: Analysis and an algorithm," in Proc. Adv. NIPS, vol. 2. 2002, pp. 849-856.
    • (2002) Proc. Adv. NIPS , vol.2 , pp. 849-856
    • Ng, A.Y.1    Jordan, M.I.2    Weiss, Y.3
  • 12
    • 34548583274 scopus 로고    scopus 로고
    • A tutorial on spectral clustering
    • U. von Luxburg, "A tutorial on spectral clustering," Statist. Comput., vol. 17, no. 4, pp. 395-416, 2007.
    • (2007) Statist. Comput. , vol.17 , Issue.4 , pp. 395-416
    • Von Luxburg, U.1
  • 14
    • 73849131792 scopus 로고    scopus 로고
    • Multiway spectral clustering with out-of-sample extensions through weighted kernel PCA
    • Feb.
    • C. Alzate and J. A. K. Suykens, "Multiway spectral clustering with out-of-sample extensions through weighted kernel PCA," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 2, pp. 335-347, Feb. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.2 , pp. 335-347
    • Alzate, C.1    Suykens, J.A.K.2
  • 15
    • 52149103339 scopus 로고    scopus 로고
    • Data visualization and dimensionality reduction using kernel maps with a reference point
    • Sep.
    • J. A. K. Suykens, "Data visualization and dimensionality reduction using kernel maps with a reference point," IEEE Trans. Neural Netw., vol. 19, no. 9, pp. 1501-1517, Sep. 2008.
    • (2008) IEEE Trans. Neural Netw. , vol.19 , Issue.9 , pp. 1501-1517
    • Suykens, J.A.K.1
  • 16
    • 84865104561 scopus 로고    scopus 로고
    • A semi-supervised formulation to binary kernel spectral clustering
    • C. Alzate and J. A. K. Suykens, "A semi-supervised formulation to binary kernel spectral clustering," in Proc. IEEE IJCNN, Jun. 2012, pp. 1992-1999.
    • Proc. IEEE IJCNN, Jun. 2012 , pp. 1992-1999
    • Alzate, C.1    Suykens, J.A.K.2
  • 17
    • 84893617119 scopus 로고    scopus 로고
    • Non-parallel semi-supervised classification based on kernel spectral clustering
    • S. Mehrkanoon and J. A. K. Suykens, "Non-parallel semi-supervised classification based on kernel spectral clustering," in Proc. IEEE IJCNN, 2012, pp. 2311-2318.
    • Proc. IEEE IJCNN, 2012 , pp. 2311-2318
    • Mehrkanoon, S.1    Suykens, J.A.K.2
  • 19
    • 0023453329 scopus 로고
    • Silhouettes: A graphical aid to the interpretation and validation of cluster analysis
    • P. J. Rousseeuw, "Silhouettes: A graphical aid to the interpretation and validation of cluster analysis," J. Comput. Appl. Math., vol. 20, no. 1, pp. 53-65, 1987.
    • (1987) J. Comput. Appl. Math. , vol.20 , Issue.1 , pp. 53-65
    • Rousseeuw, P.J.1
  • 24
    • 84864069202 scopus 로고    scopus 로고
    • Branch and bound for semi-supervised support vector machines
    • O. Chapelle, V. Sindhwani, and S. S. Keerthi, "Branch and bound for semi-supervised support vector machines," in Proc. NIPS, 2006, pp. 217-224.
    • Proc. NIPS, 2006 , pp. 217-224
    • Chapelle, O.1    Sindhwani, V.2    Keerthi, S.S.3
  • 27
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • J. A. Nelder and R. Mead, "A simplex method for function minimization," Comput. J., vol. 7, no. 4, pp. 308-313, 1965.
    • (1965) Comput. J. , vol.7 , Issue.4 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 28
    • 0034850577 scopus 로고    scopus 로고
    • A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
    • D. Martin, C. Fowlkes, D. Tal, and J. Malik, "A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics," in Proc. 8th Int. Conf. Comput. Vis., vol. 2. 2001, pp. 416-423.
    • (2001) Proc. 8th Int. Conf. Comput. Vis. , vol.2 , pp. 416-423
    • Martin, D.1    Fowlkes, C.2    Tal, D.3    Malik, J.4
  • 30
    • 74049087026 scopus 로고    scopus 로고
    • Community detection in graphs
    • S. Fortunato, "Community detection in graphs," Phys. Rep., vol. 486, no. 3, pp. 75-174, 2010.
    • (2010) Phys. Rep. , vol.486 , Issue.3 , pp. 75-174
    • Fortunato, S.1
  • 31
    • 70349438985 scopus 로고    scopus 로고
    • Semi-supervised clustering algorithm for community structure detection in complex networks
    • X. Ma, L. Gao, X. Yong, and L. Fu, "Semi-supervised clustering algorithm for community structure detection in complex networks,"Phys. A, Statist. Mech. Appl., vol. 389, no. 1, pp. 187-197, 2010.
    • (2010) Phys. A, Statist. Mech. Appl. , vol.389 , Issue.1 , pp. 187-197
    • Ma, X.1    Gao, L.2    Yong, X.3    Fu, L.4
  • 32
    • 34249102504 scopus 로고    scopus 로고
    • Classification in networked data: A toolkit and a univariate case study
    • May
    • S. A. Macskassy and F. Provost, "Classification in networked data: A toolkit and a univariate case study," J. Mach. Learn. Res., vol. 8, pp. 935-983, May 2007.
    • (2007) J. Mach. Learn. Res. , vol.8 , pp. 935-983
    • Macskassy, S.A.1    Provost, F.2
  • 33
    • 42449110882 scopus 로고
    • An information flow modelfor conflict and fission in small groups
    • W. W. Zachary, "An information flow modelfor conflict and fission in small groups," J. Anthropological Res., vol. 33, no. 4, pp. 452-473, 1977.
    • (1977) J. Anthropological Res. , vol.33 , Issue.4 , pp. 452-473
    • Zachary, W.W.1
  • 34
    • 0037062448 scopus 로고    scopus 로고
    • Community structure in social and biological networks
    • M. Girvan and M. E. Newman, "Community structure in social and biological networks," Proc. Nat. Acad. Sci., vol. 99, no. 12, pp. 7821-7826, 2002.
    • (2002) Proc. Nat. Acad. Sci. , vol.99 , Issue.12 , pp. 7821-7826
    • Girvan, M.1    Newman, M.E.2
  • 35
    • 70049085161 scopus 로고    scopus 로고
    • Information theoretic measures for clusterings comparison: Is a correction for chance necessary?
    • N. X. Vinh, J. Epps, and J. Bailey, "Information theoretic measures for clusterings comparison: Is a correction for chance necessary?" in Proc. 26th Annu. Int. Conf. Mach. Learn., 2009, pp. 1073-1080.
    • Proc. 26th Annu. Int. Conf. Mach. Learn., 2009 , pp. 1073-1080
    • Vinh, N.X.1    Epps, J.2    Bailey, J.3
  • 36
    • 84874831138 scopus 로고    scopus 로고
    • Community structure detection in complex networks with partial background information
    • Z.-Y. Zhang, "Community structure detection in complex networks with partial background information," Europhys. Lett., vol. 101, no. 4, p. 48005, 2013.
    • (2013) Europhys. Lett. , vol.101 , Issue.4 , pp. 48005
    • Zhang, Z.-Y.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.