Neural fraud detection in credit card operations

IEEE Transactions on Neural Networks

Volumn 8, Issue 4, 1997, Pages 827-834

  Dorronsoro, José R ^a   Ginel, Francisco ^b   Sánchez, Carmen ^c   Santa Cruz, Carlos ^a  

^a UNIVERSIDAD AUTÓNOMA DE MADRID   (Spain)

^b VISA RESEARCH   (United States)

^c Sociedad Española de Medios de Pago ^*  (Spain)

Author keywords

Credit card fraud detection; Neural networks; Nonlinear discriminant analysis

Indexed keywords

DATABASE SYSTEMS; NEURAL NETWORKS; PATTERN RECOGNITION; SECURITY OF DATA;

CREDIT CARD FRAUD DETECTION; NONLINEAR DISCRIMINANT ANALYSIS;

ONLINE SYSTEMS;

EID: 0031192174     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.595879     Document Type: Article

References (13)

1. "Canada Trust inks Falcon pact with HNC," AI Expert Sept. 1994;
2. "Nestor inks pact with financial firms," AI Expert, Dec. 1993.
3. A. Classe, "Caught in the neural net (Credit card fraud detection)," Accountancy, vol. 115, pp. 58-59, 1995.
4. C. Cortes and V. Vapnik, "Support vector networks," Machine Learning, vol. 20, pp. 273-297, 1995.
5. R. O. Duda and P. E. Hart, Pattern Classification and Scene Analysis. New York: Wiley, 1973.
6. K. Fukunaga, Introduction to Statistical Pattern Recognition. New York: Academic, 1972.
7. P. Gallinari, S. Thiria, F. Badran, and F. Fogelman-Soulie, "On the relations between discriminant analysis and multilayer perceptrons," Neural Networks, vol. 4, pp. 349-360, 1990.
8. S. Ghosh and D. L. Reilly, "Credit card fraud detection with a neural network," in Proc. 27th Hawaii Int. Conf. Syst. Sci., 1994, pp. 621-630.
9. K. Hornik, M. Stinchcombe, and H. White, "Universal approximation of an unknown mapping and its derivatives using multilayered feedforward networks," Neural Networks, vol. 3, pp. 551-560, 1990.
10. "Visa cracks down on fraud: Credit card ID systems get added muscle," Information Week, Aug. 1996.
11. W. H. Press, B. P. Flannery, S. A. Teukolski, and W. T. Vetterling, Numerical Recipes in C. Cambridge, U.K.: Cambridge Univ. Press, 1992.
12. C. Santa Cruz and J. Dorronsoro, "A nonlinear discriminant algorithm for data projection and feature extraction," IIC Tech. Rep. 2/96, submitted to IEEE Trans. Neural Networks.
13. A. R. Webb and D. Lowe, "The optimized internal representation of multilayer classifier networks performs nonlinear discriminant analysis," Neural Networks, vol. 3, pp. 367-375, 1990.