At last week's IEEE Symposium on Security & Privacy, we presented some thoughts on using machine learning for intrusion detection:
Robin Sommer, Vern Paxson
Outside the Closed World: On Using Machine Learning For Network Intrusion Detection
Proc. IEEE Symposium on Security and Privacy, 2010
Slides are here.