In this paper, we present a possible application of neural networks as a component of an intrusion detection system. Neural network algorithms are emerging nowadays as a new arnficial intelligence techm”quethat can be applied to real-l~e problems. We present an approach of user behavior modeling that takes advantage of the properties of neural algorithms and display results obtained on preliminary testing of our approach.