메뉴 건너뛰기




Volumn 35, Issue 6, 2005, Pages 1098-1107

Supervised nonlinear dimensionality reduction for visualization and classification

Author keywords

Classification; Dimensionality reduction; Manifold learning; Supervised learning; Visualization

Indexed keywords

DECISION THEORY; GRAPH THEORY; LEARNING SYSTEMS; NEURAL NETWORKS; VISUALIZATION;

EID: 28444473249     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2005.850151     Document Type: Article
Times cited : (420)

References (18)
  • 1
    • 0003408496 scopus 로고    scopus 로고
    • "UCI repository of machine learning databases"
    • Dept. Inf. Comp. Sci. Univ. California, Irvine. [Online]. Available
    • C. Blake, E. Keogh, and C. J. Merz. (1998) "UCI repository of machine learning databases," Dept. Inf. Comp. Sci., Univ. California, Irvine. [Online]. Available: http://www.ics.uci.edu/~mlearn/ MLRepository.html
    • (1998)
    • Blake, C.1    Keogh, E.2    Merz, C.J.3
  • 2
    • 0028416938 scopus 로고
    • "Independent component analysis: A new concept?"
    • P. Comon, "Independent component analysis: A new concept?," Signal Process., vol. 36, no. 3, pp. 287-314, 1994.
    • (1994) Signal Process. , vol.36 , Issue.3 , pp. 287-314
    • Comon, P.1
  • 6
    • 0001920729 scopus 로고
    • "Similarity metric learning for a variable-kernel classifier"
    • D. Lowe, "Similarity metric learning for a variable-kernel classifier," Neural Comput., vol. 7, no. 1, pp. 72-85, 1995.
    • (1995) Neural Comput. , vol.7 , Issue.1 , pp. 72-85
    • Lowe, D.1
  • 9
    • 0034704222 scopus 로고    scopus 로고
    • "Nonlinear dimensionality reduction by local linear embedding"
    • S. T. Roweis and L. K. Saul, "Nonlinear dimensionality reduction by local linear embedding," Science, vol. 290, no. 5500, pp. 2323-2326, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 10
    • 0022471098 scopus 로고
    • "Learning representations by backpropagating errors"
    • D. E. Rumelhart, G. E. Hinton, and R. J. Williams, "Learning representations by backpropagating errors," Nature, vol. 323, no. 9, pp. 318-362, 1986.
    • (1986) Nature , vol.323 , Issue.9 , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 11
    • 2342517502 scopus 로고    scopus 로고
    • "Think globally, fit locally: Unsupervised learning of low dimensional manifolds"
    • L. K. Saul and S. T. Roweis, "Think globally, fit locally: Unsupervised learning of low dimensional manifolds," J. Mach. Learn. Res., vol. 4, pp. 119-155, 2003.
    • (2003) J. Mach. Learn. Res. , vol.4 , pp. 119-155
    • Saul, L.K.1    Roweis, S.T.2
  • 12
    • 0022909661 scopus 로고
    • "Toward memory-based reasoning"
    • C. Stanfill and D. Waltz, "Toward memory-based reasoning," Commun. ACM, vol. 29, no. 12, pp. 1213-1228, 1986.
    • (1986) Commun. ACM , vol.29 , Issue.12 , pp. 1213-1228
    • Stanfill, C.1    Waltz, D.2
  • 13
    • 0034704229 scopus 로고    scopus 로고
    • "A global geometric framework for nonlinear dimensionality reduction"
    • J. B. Tenenbaum, V. de Silva, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol. 290, no. 5500, pp. 2319-2323, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    de Silva, V.2    Langford, J.C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.