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Volumn 4431 LNCS, Issue PART 1, 2007, Pages 1-10

Evolutionary induction of decision trees for misclassification cost minimization

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); ERRORS; EVOLUTIONARY ALGORITHMS; PROBLEM SOLVING;

EID: 38049061522     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-71618-1_1     Document Type: Conference Paper
Times cited : (11)

References (26)
  • 1
    • 12244287068 scopus 로고    scopus 로고
    • An iterative method for multi-class cost-sensitive learning
    • ACM Press
    • Abe, N., Zadrozny, B., Langford, J.: An iterative method for multi-class cost-sensitive learning. In KDD'04. ACM Press, (2004) 3-11.
    • (2004) KDD'04 , pp. 3-11
    • Abe, N.1    Zadrozny, B.2    Langford, J.3
  • 6
    • 0030284572 scopus 로고    scopus 로고
    • Piecewise-linear classifiers using binary tree structure and genetic algorithm
    • Chai, B. et al.: Piecewise-linear classifiers using binary tree structure and genetic algorithm. Pattern Recognition 29(11) (1996) 1905-1917.
    • (1996) Pattern Recognition , vol.29 , Issue.11 , pp. 1905-1917
    • Chai, B.1
  • 7
    • 0002106691 scopus 로고    scopus 로고
    • MetaCost: A general method for making classifiers cost-sensitive
    • ACM Press
    • Domingos, P.: MetaCost: A general method for making classifiers cost-sensitive. In Proc. of KDD'99., ACM Press (1999) 155-164.
    • (1999) Proc. of KDD'99 , pp. 155-164
    • Domingos, P.1
  • 8
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • Fayyad, U.M., Irani, K.B.: Multi-interval discretization of continuous-valued attributes for classification learning. In Proc. of IJCAI'93., (1993) 1022-1027.
    • (1993) Proc. of IJCAI'93 , pp. 1022-1027
    • Fayyad, U.M.1    Irani, K.B.2
  • 10
    • 85027408292 scopus 로고
    • Cost-sensitive pruning of decision trees
    • Knoll, U., Nakhaeizadeh, G., Tausend, B.: Cost-sensitive pruning of decision trees. LNCS 784 (1994) 383-386.
    • (1994) LNCS , vol.784 , pp. 383-386
    • Knoll, U.1    Nakhaeizadeh, G.2    Tausend, B.3
  • 11
    • 85030639535 scopus 로고
    • Concept formation and decision tree induction using genetic programming paradigm
    • Koza, J.: Concept formation and decision tree induction using genetic programming paradigm. LNCS 496 (1991) 124-128.
    • (1991) LNCS , vol.496 , pp. 124-128
    • Koza, J.1
  • 12
    • 9444227076 scopus 로고    scopus 로고
    • An evolutionary algorithm for oblique decision tree induction
    • Krȩtowski, M.: An evolutionary algorithm for oblique decision tree induction. LNAI 3070, (2004) 432-437.
    • (2004) LNAI , vol.3070 , pp. 432-437
    • Krȩtowski, M.1
  • 13
    • 33746267940 scopus 로고    scopus 로고
    • Global learning of decision trees by an evolutionary algorithm
    • Springer
    • Krȩtowski, M., Grzeé, M.: Global learning of decision trees by an evolutionary algorithm. In: Information Processing and Security Systems, Springer, (2005) 401-410.
    • (2005) Information Processing and Security Systems , pp. 401-410
    • Krȩtowski, M.1    Grzeé, M.2
  • 14
    • 33746268322 scopus 로고    scopus 로고
    • Evolutionary learning of linear trees with embedded feature selection
    • Krȩtowski, M., Grześ, M.: Evolutionary learning of linear trees with embedded feature selection. LNAI4029, (2006) 400-409.
    • (2006) LNAI , vol.4029 , pp. 400-409
    • Krȩtowski, M.1    Grześ, M.2
  • 15
    • 33751372905 scopus 로고    scopus 로고
    • Mixed decision trees: An evolutionary approach
    • Krȩtowski, M., Grześ, M.: Mixed decision trees: An evolutionary approach. LNCS 4081, (2006) 260-269.
    • (2006) LNCS , vol.4081 , pp. 260-269
    • Krȩtowski, M.1    Grześ, M.2
  • 16
    • 84948156363 scopus 로고    scopus 로고
    • An evolutionary algorithm for cost-sensitive decision rule learning
    • Kwedlo, W., Krȩtowski, M.: An evolutionary algorithm for cost-sensitive decision rule learning. LNAI 2167, (2001) 288-299.
    • (2001) LNAI , vol.2167 , pp. 288-299
    • Kwedlo, W.1    Krȩtowski, M.2
  • 17
    • 38049055012 scopus 로고    scopus 로고
    • Ling, C., Yang, Q., Wang, J., Zhang, S.: Decision trees with minimal costs, In: Proc. of ICML'04., ACM Press (2004), Article No. 69.
    • Ling, C., Yang, Q., Wang, J., Zhang, S.: Decision trees with minimal costs, In: Proc. of ICML'04., ACM Press (2004), Article No. 69.
  • 19
    • 0001845032 scopus 로고    scopus 로고
    • Bootstrap methods for the cost-sensitive evaluation of classifiers
    • Morgan Kaufmann
    • Margineantu, D.D., Dietterich, T.G.: Bootstrap methods for the cost-sensitive evaluation of classifiers. In Proc. of ICML'2000., Morgan Kaufmann (2000) 583-590.
    • (2000) Proc. of ICML'2000 , pp. 583-590
    • Margineantu, D.D.1    Dietterich, T.G.2
  • 20
    • 0346768473 scopus 로고    scopus 로고
    • Breeding decision trees using evolutionary techniques
    • Morgan Kaufmann
    • Papagelis, A., Kalles, D.: Breeding decision trees using evolutionary techniques. In: Proc. of ICML'01., Morgan Kaufmann (2001) 393-400.
    • (2001) Proc. of ICML'01 , pp. 393-400
    • Papagelis, A.1    Kalles, D.2
  • 22
    • 0036565589 scopus 로고    scopus 로고
    • An instance-weighting method to induce cost-sensitive trees
    • Ting, K.M.: An instance-weighting method to induce cost-sensitive trees. IEEE Transactions on Knowledge and Data Engineering 14(3), (2002) 659-665.
    • (2002) IEEE Transactions on Knowledge and Data Engineering , vol.14 , Issue.3 , pp. 659-665
    • Ting, K.M.1
  • 23
    • 0000865580 scopus 로고
    • Cost-sensitive classification: Empirical evaluation of a hybrid genetic decision tree induction algorithm
    • Turney, P.: Cost-sensitive classification: Empirical evaluation of a hybrid genetic decision tree induction algorithm. Journal of Artificial Intelligence Research 2 (1995) 369-409.
    • (1995) Journal of Artificial Intelligence Research , vol.2 , pp. 369-409
    • Turney, P.1
  • 25
    • 33750346885 scopus 로고    scopus 로고
    • Cost-sensitive learning by cost-proportionate example weighting concept learning
    • IEEE Press
    • Zadrozny, B., Langford, J., Abe. N.: Cost-sensitive learning by cost-proportionate example weighting concept learning. In Proc. of ICDM'03. IEEE Press (2003).
    • (2003) Proc. of ICDM'03
    • Zadrozny, B.1    Langford, J.2    Abe, N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.