Abstract: Research on automatic credit card fraud detection is a significant and promising area.Generally, using artificial neural networks to construct fraud detectors can achieve satisfactory performance.However, it is difficult to design an appropriate architecture for a neural network.In this paper, we propose an evolutionary method to automatically generate the architecture for a neural fraud detector.Experimental results show that the evolutionary neural networks can efficiently perform credit card detection.