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Volumn , Issue , 2010, Pages 173-178

A SOM-based dimensionality reduction method for KNN classifiers

Author keywords

Dimensionality reduction; Multidimensional scaling; Nearest neighbor classifier; Self organizing feature maps; Weighed euclidean metrics.

Indexed keywords

DIMENSIONALITY REDUCTION; EUCLIDEAN METRICS; MULTI-DIMENSIONAL SCALING; NEAREST NEIGHBOR CLASSIFIER; SELF ORGANIZING FEATURE MAPS;

EID: 77957556178     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSSE.2010.5551813     Document Type: Conference Paper
Times cited : (11)

References (21)
  • 7
    • 0019610270 scopus 로고
    • The optimal distance measure for nearest neighbor classification
    • R. Short, and K. Fukunaga, "The Optimal Distance Measure for Nearest Neighbor Classification," IEEE Trans. on Information Theory, vol. 27, no. 5, pp. 622-627, 1981.
    • (1981) IEEE Trans. on Information Theory , vol.27 , Issue.5 , pp. 622-627
    • Short, R.1    Fukunaga, K.2
  • 10
    • 0025489075 scopus 로고
    • The self-organizing map
    • Sep.
    • T. Kohonen, "The Self-Organizing Map," in Proc. the IEEE, vol.78, no.9, pp.1464-1480, Sep 1990.
    • (1990) Proc. the IEEE , vol.78 , Issue.9 , pp. 1464-1480
    • Kohonen, T.1
  • 12
    • 33746412073 scopus 로고    scopus 로고
    • Leaning weighted metric to minimize nearest-neighbor classification error
    • R. Paredes and E. Vidal, "Leaning Weighted Metric to Minimize Nearest-Neighbor Classification Error," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 7, pp. 1100-1110, 2006.
    • (2006) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.28 , Issue.7 , pp. 1100-1110
    • Paredes, R.1    Vidal, E.2
  • 15
    • 34247622378 scopus 로고    scopus 로고
    • Iterative RELIEF for feature weighting: Algorithms, theories, and applications
    • June
    • Y. Sun, "Iterative RELIEF for Feature Weighting: Algorithms, Theories, and Applications," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 6, pp. 1-17, June 2007.
    • (2007) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.29 , Issue.6 , pp. 1-17
    • Sun, Y.1
  • 16
    • 70349303676 scopus 로고    scopus 로고
    • Large margin feature weighting method via linear programming
    • B. Chen., H. Liu, J. Chai, and Z. Bao, "Large Margin Feature Weighting Method via Linear Programming," IEEE Trans. on Knowledge and Data Engineering, vol. 21, no. 10, pp. 1475-1488, 2009.
    • (2009) IEEE Trans. on Knowledge and Data Engineering , vol.21 , Issue.10 , pp. 1475-1488
    • Chen., B.1    Liu, H.2    Chai, J.3    Bao, Z.4
  • 17
    • 33646261405 scopus 로고    scopus 로고
    • A local mean-based nonparametric classifier
    • 15 July
    • Y. Mitani and Y. Hamamoto, "A Local Mean-Based Nonparametric Classifier," Pattern Recognition Letters, vol. 27, no. 10, pp. 1151-1159, 15 July 2006.
    • (2006) Pattern Recognition Letters , vol.27 , Issue.10 , pp. 1151-1159
    • Mitani, Y.1    Hamamoto, Y.2
  • 20
    • 0036128861 scopus 로고    scopus 로고
    • ViSOM-A novel method for multivariate data projection and structure visualization
    • H. Yin, "ViSOM-A Novel Method for Multivariate Data Projection and Structure Visualization," IEEE Trans. on Neural Networks, vol. 13, no. 1, pp. 237-243, 2002.
    • (2002) IEEE Trans. on Neural Networks , vol.13 , Issue.1 , pp. 237-243
    • Yin, H.1
  • 21
    • 67549091208 scopus 로고    scopus 로고
    • A method of learning weighted similarity function to improve the performance of nearest neighbor
    • M. Z. Jahromi, E. Parvinnia and R. John, "A Method of Learning Weighted Similarity Function to Improve the Performance of Nearest Neighbor," Information Science, vol. 179, pp. 2964-2943, 2009.
    • (2009) Information Science , vol.179 , pp. 2943-2964
    • Jahromi, M.Z.1    Parvinnia, E.2    John, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.