메뉴 건너뛰기




Volumn 5517 LNCS, Issue PART 1, 2009, Pages 294-301

Improving the performance of fuzzy rule based classification systems for highly imbalanced data-sets using an evolutionary adaptive inference system

Author keywords

Fuzzyrule based classification systems; Genetic fuzzy systems; Imbalanced data sets; Inference system; Parametric conjunction operators

Indexed keywords

FUZZYRULE-BASED CLASSIFICATION SYSTEMS; GENETIC FUZZY SYSTEMS; IMBALANCED DATA-SETS; INFERENCE SYSTEM; PARAMETRIC CONJUNCTION OPERATORS;

EID: 68749115598     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02478-8_37     Document Type: Conference Paper
Times cited : (6)

References (15)
  • 1
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special issue on learning from imbalanced data sets
    • Chawla, N.V., Japkowicz, N., Kolcz, A.: Editorial: special issue on learning from imbalanced data sets. SIGKDD Explorations 6(1), 1-6 (2004)
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 1-6
    • Chawla, N.V.1    Japkowicz, N.2    Kolcz, A.3
  • 2
    • 46849096083 scopus 로고    scopus 로고
    • A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets
    • Fernández, A., García, S., del Jesus, M.J., Herrera, F.: A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets. Fuzzy Sets and Systems 159(18), 2378-2398 (2008)
    • (2008) Fuzzy Sets and Systems , vol.159 , Issue.18 , pp. 2378-2398
    • Fernández, A.1    García, S.2    del Jesus, M.J.3    Herrera, F.4
  • 4
    • 33748930981 scopus 로고    scopus 로고
    • On constructing a fuzzy inference framework using crisp decision trees
    • Crockett, K.A., Bandar, Z., Mclean, D., O'Shea, J.: On constructing a fuzzy inference framework using crisp decision trees. Fuzzy Sets and Systems 157, 2809-2832 (2006)
    • (2006) Fuzzy Sets and Systems , vol.157 , pp. 2809-2832
    • Crockett, K.A.1    Bandar, Z.2    Mclean, D.3    O'Shea, J.4
  • 6
    • 37249020074 scopus 로고    scopus 로고
    • Cooperative evolutionary learning of fuzzy rules and parametric aggregation connectors for mamdani linguistic fuzzy systems
    • Márquez, F.A., Peregrín, A., Herrera, F.: Cooperative evolutionary learning of fuzzy rules and parametric aggregation connectors for mamdani linguistic fuzzy systems. IEEE Transactions on Fuzzy Systems 15(6), 1162-1178 (2007)
    • (2007) IEEE Transactions on Fuzzy Systems , vol.15 , Issue.6 , pp. 1162-1178
    • Márquez, F.A.1    Peregrín, A.2    Herrera, F.3
  • 7
    • 68749117962 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers, San Mateo (1993)
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers, San Mateo (1993)
  • 8
    • 55549116330 scopus 로고    scopus 로고
    • Evolutionary rule-based systems for imbalanced datasets
    • Orriols-Puig, A., Bernadó-Mansilla, E.: Evolutionary rule-based systems for imbalanced datasets. Soft Computing 13(3), 213-225 (2009)
    • (2009) Soft Computing , vol.13 , Issue.3 , pp. 213-225
    • Orriols-Puig, A.1    Bernadó-Mansilla, E.2
  • 9
    • 34648841070 scopus 로고    scopus 로고
    • An evaluation of the robustness of MTS for imbalanced data
    • Su, CT., Hsiao, Y.H.: An evaluation of the robustness of MTS for imbalanced data. IEEE Transactions on Knowledge Data Engineering 19(10), 1321-1332 (2007)
    • (2007) IEEE Transactions on Knowledge Data Engineering , vol.19 , Issue.10 , pp. 1321-1332
    • Su, C.T.1    Hsiao, Y.H.2
  • 11
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar, J.: Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning Research 7, 1-30 (2006)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demšar, J.1
  • 12
    • 64549120231 scopus 로고    scopus 로고
    • A study of statistical techniques and performance measures for genetics-based machine learning: Accuracy and in-terpretability
    • Garcia, S., Fernández, A., Luengo, J., Herrera, F.: A study of statistical techniques and performance measures for genetics-based machine learning: Accuracy and in-terpretability. Soft Computing 13(10), 959-977 (2009)
    • (2009) Soft Computing , vol.13 , Issue.10 , pp. 959-977
    • Garcia, S.1    Fernández, A.2    Luengo, J.3    Herrera, F.4
  • 15
    • 26844469668 scopus 로고    scopus 로고
    • Rule weight specification in fuzzy rule-based classification systems
    • Ishibuchi, H., Yamamoto, T.: Rule weight specification in fuzzy rule-based classification systems. IEEE Transactions on Fuzzy Systems 13, 428-435 (2005)
    • (2005) IEEE Transactions on Fuzzy Systems , vol.13 , pp. 428-435
    • Ishibuchi, H.1    Yamamoto, T.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.