메뉴 건너뛰기




Volumn , Issue , 2007, Pages 1025-1032

On the relation between low density separation, spectral clustering and graph cuts

Author keywords

Clustering; Semi supervised Learning

Indexed keywords

ADJACENCY GRAPHS; BOUNDARY VOLUMES; CLUSTER BOUNDARIES; CLUSTERING; FORMAL ANALYSIS; GRAPH CUT; GRAPH-BASED METHODS; LOW DENSITY; LOW PROBABILITY; SEMI-SUPERVISED LEARNING; SPECTRAL CLUSTERING;

EID: 70350282973     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (32)

References (15)
  • 1
    • 3142725535 scopus 로고    scopus 로고
    • Semi-supervised learning on riemannian manifolds
    • Special Issue on Clustering
    • M. Belkin and P. Niyogi (2004)."Semi-supervised Learning on Riemannian Manifolds." In Machine Learning 56, Special Issue on Clustering, 209-239.
    • (2004) Machine Learning , vol.56 , pp. 209-239
    • Belkin, M.1    Niyogi, P.2
  • 2
    • 33746036704 scopus 로고    scopus 로고
    • Toward a theoretical foundation for Laplacian-based manifold methods
    • M. Belkin and P. Niyogi. "Toward a theoretical foundation for Laplacian-based manifold methods." COLT 2005.
    • (2005) COLT
    • Belkin, M.1    Niyogi, P.2
  • 3
    • 0010805362 scopus 로고    scopus 로고
    • Learning from labeled and unlabeled data using graph mincuts
    • A. Blum and S. Chawla, "Learning from labeled and unlabeled data using graph mincuts", ICML 2001.
    • (2001) ICML
    • Blum, A.1    Chawla, S.2
  • 4
    • 32844455952 scopus 로고    scopus 로고
    • Cluster kernels for semi-supervised learning
    • O.Chapelle, J. Weston, B. Scholkopf, "Cluster kernels for semi-supervised learning", NIPS 2002.
    • (2002) NIPS
    • Chapelle, O.1    Weston, J.2    Scholkopf, B.3
  • 5
    • 51949086172 scopus 로고    scopus 로고
    • Semi-supervised classification by low density separation
    • O. Chapelle and A. Zien, "Semi-supervised Classification by Low Density Separation", AISTATS 2005.
    • (2005) AISTATS
    • Chapelle, O.1    Zien, A.2
  • 7
    • 33746041669 scopus 로고    scopus 로고
    • Almost-everywhere algorithmic stability and generalization error
    • Samuel Kutin, Partha Niyogi, "Almost-everywhere Algorithmic Stability and Generalization Error.", UAI 2002, 275-282
    • (2002) UAI , pp. 275-282
    • Kutin, S.1    Niyogi, P.2
  • 8
    • 33746063560 scopus 로고    scopus 로고
    • Extensions to McDiarmid's inequality when differences are bounded with high probability
    • TR-2002-04, University of Chicago
    • S. Kutin, TR-2002-04, "Extensions to McDiarmid's inequality when differences are bounded with high probability." Technical report TR-2002-04 at the Department of Computer Science, University of Chicago.
    • Technical Report TR-2002-04 at the Department of Computer Science
    • Kutin, S.1
  • 10
    • 33749598434 scopus 로고    scopus 로고
    • From graphs to manifolds - Weak and strong pointwise consistency of graph laplacians
    • M. Hein, J.-Y. Audibert, U. von Luxburg, From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians, COLT 2005.
    • (2005) COLT
    • Hein, M.1    Audibert, J.-Y.2    Von Luxburg, U.3
  • 12
    • 84855666951 scopus 로고    scopus 로고
    • A random walks view of spectral segmentation
    • M. Meila and J. Shi. A Random Walks View of Spectral Segmentation, NIPS 2001.
    • (2001) NIPS
    • Meila, M.1    Shi, J.2
  • 13
    • 33847747801 scopus 로고    scopus 로고
    • Diffusion maps, spectral clustering and eigenfunctions of fokker-planck operators
    • B. Nadler, S. Lafon, R. R. Coifman,and I. G. Kevrekidis. Diffusion Maps, Spectral Clustering and Eigenfunctions of Fokker-Planck Operators, NIPS 2006.
    • (2006) NIPS
    • Nadler, B.1    Lafon, S.2    Coifman, R.R.3    Kevrekidis, I.G.4
  • 15
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using Gaussian fields and harmonic functions
    • X. Zhu, J. Lafferty and Z. Ghahramani, Semi-supervised learning using Gaussian fields and harmonic functions, ICML 2003.
    • (2003) ICML
    • Zhu, X.1    Lafferty, J.2    Ghahramani, Z.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.