메뉴 건너뛰기




Volumn , Issue , 2011, Pages 998-1003

Irrelevant features, class separability, and complexity of classification problems

Author keywords

Class separability; Feature relevance; Geometrical complexity of classification problems; Local feature weighting

Indexed keywords

BENCHMARK DATA; CLASS BOUNDARY; CLASS SEPARABILITY; CLASS SEPARABILITY MEASURE; DATA SETS; FEATURE RELEVANCE; GEOMETRICAL COMPLEXITY; GEOMETRICAL PROPERTY; LOCAL FEATURE WEIGHTING; PROBLEM COMPLEXITY;

EID: 84855786393     PISSN: 10823409     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICTAI.2011.171     Document Type: Conference Paper
Times cited : (9)

References (20)
  • 1
    • 84956973748 scopus 로고    scopus 로고
    • Data complexity analysis for classifier combination
    • Multiple Classifier Systems
    • T. K. Ho, "Data Complexity Analysis for Classifier Combination," in LNCS, vol. 2096, J. Kittler and F. Roli, Eds. London: Springer Verlag, 2001, pp. 53-67. (Pubitemid 33303213)
    • (2001) Lecture Notes in Computer Science , Issue.2096 , pp. 53-67
    • Ho, T.K.1
  • 2
    • 26044452170 scopus 로고    scopus 로고
    • Knowledge discovery in multiple spatial databases
    • DOI 10.1007/s005210200006
    • A. Lazarevic and Z. Obradovic, "Knowledge Discovery in Multiple Spatial Databases," in Journal of Neural Computing and Applications, vol. 10, 2002, pp. 339-350. (Pubitemid 41408803)
    • (2002) Neural Computing and Applications , vol.10 , Issue.4 , pp. 339-350
    • Lazarevic, A.1    Obradovic, Z.2
  • 3
    • 84855766175 scopus 로고    scopus 로고
    • Bi-directional data partitioning in classification
    • CSREA Press
    • I. Skrypnyk, "Bi-Directional Data Partitioning in Classification," Proc. Int. Conf. Data Mining (DMIN 10), CSREA Press, 2010, pp. 256-266.
    • (2010) Proc. Int. Conf. Data Mining (DMIN 10) , pp. 256-266
    • Skrypnyk, I.1
  • 4
    • 0033220832 scopus 로고    scopus 로고
    • Meta analysis of classification algorithms for pattern recognition
    • S. Y. Sohn, "Meta Analysis of Classification Algorithms for Pattern Recognition," IEEE Trans. PAMI, vol. 21, 1999, pp. 1137-1144.
    • (1999) IEEE Trans. PAMI , vol.21 , pp. 1137-1144
    • Sohn, S.Y.1
  • 6
    • 71049178689 scopus 로고    scopus 로고
    • Measures of geometrical complexity in classification problems
    • M. Basu and T. K. Ho, Eds. London: Springer Verlag
    • T. K. Ho, M. Basu, and M. H.C. Law, "Measures of Geometrical Complexity in Classification Problems," in Data Complexity in Pattern Recognition, M. Basu and T. K. Ho, Eds. London: Springer Verlag, 2006, pp. 3-24.
    • (2006) Data Complexity in Pattern Recognition , pp. 3-24
    • Ho, T.K.1    Basu, M.2    Law, M.H.C.3
  • 9
    • 78449299753 scopus 로고    scopus 로고
    • Recursive mahalanobis separability measure for gene subset selection
    • K. Z. Mao and W. Tang, "Recursive Mahalanobis Separability Measure for Gene Subset Selection," IEEE Trans. Computational Biology and Bioinformatics, vol. 8, 2011, pp. 266-272.
    • (2011) IEEE Trans. Computational Biology and Bioinformatics , vol.8 , pp. 266-272
    • Mao, K.Z.1    Tang, W.2
  • 13
    • 0000012317 scopus 로고    scopus 로고
    • Toward optimal feature selection
    • L. Saitta, Ed. San Francisco: Morgan Kaufmann
    • D. Koller and M. Sahami, "Toward Optimal Feature Selection," Proc. Int. Conf. Machine Learning, L. Saitta, Ed. San Francisco: Morgan Kaufmann, 1996, pp. 284-292.
    • (1996) Proc. Int. Conf. Machine Learning , pp. 284-292
    • Koller, D.1    Sahami, M.2
  • 15
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R. Fisher, "The Use of Multiple Measurements in Taxonomic Problems," Annals of Eugenics, vol.7, 1936, pp. 179-188.
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.1
  • 16
    • 38349127958 scopus 로고    scopus 로고
    • Invariant optimal feature selection: A distance discriminant and feature ranking based solution
    • J. Liang, S. Yang, and A. Winstanley, "Invariant Optimal Feature Selection: A Distance Discriminant and Feature Ranking Based Solution," Pattern Recognition, vol. 41, 2008, pp. 1429-1439.
    • (2008) Pattern Recognition , vol.41 , pp. 1429-1439
    • Liang, J.1    Yang, S.2    Winstanley, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.