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Volumn , Issue , 2012, Pages 1146-1151

Labels vs. pairwise constraints: A unified view of label propagation and constrained spectral clustering

Author keywords

Constrained spectral clustering; Label propagation; Semi supervised learning

Indexed keywords

CONSTRAINED CLUSTERING; CONSTRAINED SPECTRAL CLUSTERING; CONSTRAINT SATISFACTION; DEGREE OF SIMILARITY; EMPIRICAL STUDIES; GROUND TRUTH; LABEL PROPAGATION; LOSS FUNCTIONS; PAIRWISE CONSTRAINTS; REAL-WORLD APPLICATION; SEMI-SUPERVISED LEARNING; SIDE INFORMATION;

EID: 84874056073     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2012.103     Document Type: Conference Paper
Times cited : (19)

References (8)
  • 1
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    • A unified view of graph-based semi-supervised learning: Label propagation, graph-cuts, and embeddings
    • A. Agovic and A. Banerjee, "A unified view of graph-based semi-supervised learning: Label propagation, graph-cuts, and embeddings," University of Minnesota, Tech. Rep. CSE 09-012, 2009.
    • (2009) University of Minnesota, Tech. Rep. CSE 09-012
    • Agovic, A.1    Banerjee, A.2
  • 3
    • 33750288047 scopus 로고    scopus 로고
    • Measuring constraint-set utility for partitional clustering algorithms
    • I. Davidson, K. Wagstaff, and S. Basu, "Measuring constraint-set utility for partitional clustering algorithms," in PKDD, 2006, pp. 115-126.
    • (2006) PKDD , pp. 115-126
    • Davidson, I.1    Wagstaff, K.2    Basu, S.3
  • 4
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using gaussian fields and harmonic functions
    • X. Zhu, Z. Ghahramani, and 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
  • 7
    • 77956209057 scopus 로고    scopus 로고
    • Flexible constrained spectral clustering
    • X. Wang and I. Davidson, "Flexible constrained spectral clustering," in KDD, 2010, pp. 563-572.
    • (2010) KDD , pp. 563-572
    • Wang, X.1    Davidson, I.2
  • 8
    • 0034244751 scopus 로고    scopus 로고
    • Normalized cuts and image segmentation
    • J. Shi and J. Malik, "Normalized cuts and image segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 888-905, 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell. , vol.22 , Issue.8 , pp. 888-905
    • Shi, J.1    Malik, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.