Abstract. We have developed the system "DAWN" (direction anticipation in web navigation) that learns navigational patterns to help users navigating through the world wide web. In this paper, we present the prediction model and the algorithm for link recommendation of this system. Besides this main focus, we briefly outline the system architecture and further motivate the purpose of such a system and the approach taken. A first evaluation on real-world data gave promising results.