Fuzzy rule extraction using recombined RecBF for very-imbalanced datasets

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3697 LNCS, Issue , 2005, Pages 685-690

  Soler, Vicenç ^a   Roig, Jordi ^a   Prim, Marta ^a  

^a UNIVERSITAT AUTÒNOMA DE BARCELONA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA ACQUISITION; MEDICINE; MEMBERSHIP FUNCTIONS; NUMERICAL METHODS;

FUZZY RULE EXTRACTION; IMBALANCED DATASETS; RECBF ALGORITHM;

FUZZY SETS;

EID: 33646254386     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: None     Document Type: Conference Paper

References (11)

1. G. Wu, E. Y. Chang. "Class-boundary alignment for imbalanced dataset learning". Workshop on Learning from Imbalanced Datasets (ICML'03), Washington DC (USA, 2003).
2. N. Japkowicz and S. Stephen, "The Class Imbalance Problem: A Systematic Study", Intelligent Data Analysis, Volume 6, Number 5, pp. 429-450, November 2002.
3. J. Sabrià, "Screening bioquímico del segundo trimestre. Nuestra experiencia", Progresos en Diagnóstico Prenatal, vol. 10, no4, pag.147-153. 1998.
4. M. Berthold and K.P. Huber, "Constructing Fuzzy Graphs from Examples", Intelligent Data Analysis, 3, pp. 37-53, 1999.
5. T.P. Wu and S.M. Chen, "A New Method for Constructing MFs and Fuzzy Rules from Training Examples", IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, Vol. 29, No.1, pp. 25-40, Feb. 1999.
6. L.X. Wang and J.M. Mendel, "Generating Fuzzy Rules by Learning from Examples", IEEE Transactions on Systems, Man and Cybernetics, Vol. 22, No.6, pp. 1414-1427, Nov./Dec.1992.
7. S.K. Pal, S. Bandyopadhyay and A. Murphy, "Genetic Algorithms for Generation of Class Boundaries", IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, Vol. 28, No.6, pp. 816-828, Dec. 1998.
8. R. Setiono and W.K. Leow, "FERNN: An Algorithm for Fast Extraction of Rules from Neural Networks", Technical Report, National University of Singapore.
9. V. Soler, J. Roig, M. Prim, "Finding Exceptions to Rules in Fuzzy Rule Extraction", KES 2002, Knowledge-based Intelligent Information Engineering Systems, Part 2, pp.1115-1119, 2002.
10. V. Soler, J. Roig, M. Prim, "A Study of GA Convergence Problems in the Iris Data Set", Third International NAISO Symposium on Engineering of Intelligent Systems, 2002.
11. F. Herrera, M.Lozano, J.L. Verdegay, "A Learning Process for Fuzzy Control Rules using Genetic Algorithms", Technical Report #DECSAI-95108, Feb 1995.