메뉴 건너뛰기




Volumn , Issue , 2012, Pages 1507-1511

Learning spectral embedding via iterative eigenvalue thresholding

Author keywords

fixed point method; learning spectral embedding; matrix completion; nuclear norm minimization

Indexed keywords

AUXILIARY INFORMATION; DATA REPRESENTATIONS; DATA SPACE; EIGEN-VALUE; EMBEDDING OF GRAPHS; FIXED POINT METHODS; GEOMETRICAL STRUCTURE; KERNEL MATRICES; LEARNING DATA; LEARNING SPECTRAL EMBEDDING; MATRIX COMPLETION; PAIRWISE CONSTRAINTS; POSITIVE SEMIDEFINITE MATRICES; REAL WORLD DATA; SEMI-SUPERVISED CLUSTERING; THRESHOLDING;

EID: 84871046427     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2396761.2398462     Document Type: Conference Paper
Times cited : (7)

References (18)
  • 1
    • 70450267700 scopus 로고    scopus 로고
    • Constrained Clustering via Spectral Regularization
    • Z. Li, J. Liu, X. Tang. Constrained Clustering via Spectral Regularization. In CVPR, pages 421-428, 2009.
    • (2009) CVPR , pp. 421-428
    • Li, Z.1    Liu, J.2    Tang, X.3
  • 2
    • 84863338208 scopus 로고    scopus 로고
    • Fast graph Laplacian regularized kernel learning via semidefinite- quadratic-linear programming
    • X.-M. Wu, A. So, Z. Li and S. Li. Fast graph Laplacian regularized kernel learning via semidefinite-quadratic-linear programming. In NIPS, pages 1964-1972, 2009.
    • (2009) NIPS , pp. 1964-1972
    • Wu, X.-M.1    So, A.2    Li, Z.3    Li, S.4
  • 3
    • 84863139902 scopus 로고    scopus 로고
    • Learning spectral embedding for semi-supervised clustering
    • F. Shang, Y. Liu, F. Wang. Learning spectral embedding for semi-supervised clustering. In ICDM, pages 597-606, 2011.
    • (2011) ICDM , pp. 597-606
    • Shang, F.1    Liu, Y.2    Wang, F.3
  • 4
    • 0001898293 scopus 로고    scopus 로고
    • Clustering with instance-level constraints
    • K. Wagstaff, C. Cardie. Clustering with instance-level constraints. In ICML, pages 1103-1110, 2000.
    • (2000) ICML , pp. 1103-1110
    • Wagstaff, K.1    Cardie, C.2
  • 5
    • 77956209057 scopus 로고    scopus 로고
    • Flexible constrained spectral clustering
    • X. Wang, I. Davidson. Flexible constrained spectral clustering. In KDD, pages 563-572, 2010.
    • (2010) KDD , pp. 563-572
    • Wang, X.1    Davidson, I.2
  • 7
    • 77951291046 scopus 로고    scopus 로고
    • A singular value thresholding algorithm for matrix completion
    • J. Cai, E. J. Candès, Z. Shen. A singular value thresholding algorithm for matrix completion. SIAM J. Optim., 20(4): 1956-1982, 2005.
    • (2005) SIAM J. Optim. , vol.20 , Issue.4 , pp. 1956-1982
    • Cai, J.1    Candès, E.J.2    Shen, Z.3
  • 8
    • 79957957723 scopus 로고    scopus 로고
    • Fixed point and Bregman iterative methods for matrix rank minimization
    • S. Ma, D. Goldfarb, L. Chen. Fixed point and Bregman iterative methods for matrix rank minimization. Math. Program., 128(1-2): 321-353, 2011.
    • (2011) Math. Program. , vol.128 , Issue.1-2 , pp. 321-353
    • Ma, S.1    Goldfarb, D.2    Chen, L.3
  • 9
    • 71049116435 scopus 로고    scopus 로고
    • Exact matrix completion via convex optimization
    • E. J. Candès, B. Recht. Exact matrix completion via convex optimization. Found. Comput. Math., 9(6): 717-772, 2009.
    • (2009) Found. Comput. Math. , vol.9 , Issue.6 , pp. 717-772
    • Candès, E.J.1    Recht, B.2
  • 11
    • 77951528523 scopus 로고    scopus 로고
    • The power of convex relaxation: Nearoptimal matrix completion
    • E. J. Candès, T. Tao. The power of convex relaxation: nearoptimal matrix completion. IEEE Trans. Inform. Theory, 56(5): 2053-2080, 2010.
    • (2010) IEEE Trans. Inform. Theory , vol.56 , Issue.5 , pp. 2053-2080
    • Candès, E.J.1    Tao, T.2
  • 12
    • 79951739650 scopus 로고    scopus 로고
    • Robust low-rank subspace segmentation with semidefinite guarantees
    • Y. Ni, J. Sun, X. Yuan, S. Yan, L. Cheong. Robust low-rank subspace segmentation with semidefinite guarantees. In ICDM, pages 1179-1188, 2010.
    • (2010) ICDM , pp. 1179-1188
    • Ni, Y.1    Sun, J.2    Yuan, X.3    Yan, S.4    Cheong, L.5
  • 13
    • 0001531895 scopus 로고
    • Two-point step size gradient methods
    • J. Barzilai, J. Borwein. Two-point step size gradient methods. IMA J. Numer. Anal., 8: 141-148, 1988.
    • (1988) IMA J. Numer. Anal. , vol.8 , pp. 141-148
    • Barzilai, J.1    Borwein, J.2
  • 14
    • 0033295981 scopus 로고    scopus 로고
    • CSDP, a C library for semidefinite programming
    • B. Borchers. CSDP, a C library for semidefinite programming. Optim. Meth. Softw., 11 (1):613-623, 1999.
    • (1999) Optim. Meth. Softw. , vol.11 , Issue.1 , pp. 613-623
    • Borchers, B.1
  • 15
    • 3142743708 scopus 로고    scopus 로고
    • Solving semidefinite-quadratic-linear programs using SDPT3
    • R. H. Tütüncü, K. C. Toh, and M. J. Todd. Solving semidefinite-quadratic-linear programs using SDPT3. Math. Program., 95: 189-217, 2003.
    • (2003) Math. Program. , vol.95 , pp. 189-217
    • Tütüncü, R.H.1    Toh, K.C.2    Todd, M.J.3
  • 17
    • 51949113919 scopus 로고    scopus 로고
    • Constrained spectral clustering through affinity propagation
    • Z. Lu, M. Á. Carreira-Perpiñán. Constrained spectral clustering through affinity propagation. In CVPR, pages 848-855, 2008.
    • (2008) CVPR , pp. 848-855
    • Lu, Z.1    Carreira-Perpiñán, M.Á.2
  • 18
    • 58149202361 scopus 로고    scopus 로고
    • Semi-supervised graph clustering: A kernel approach
    • B. Kulis, S. Basu, I. Dhillon, R. Mooney. Semi-supervised graph clustering: A kernel approach. Mach. Learn., 74(1): 1-22, 2009.
    • (2009) Mach. Learn. , vol.74 , Issue.1 , pp. 1-22
    • Kulis, B.1    Basu, S.2    Dhillon, I.3    Mooney, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.