Here is an article that recently appeared in Flight International about some novel data mining and machine learning techniques that we are developing to potentially detect pilot fatigue. We are using anomaly detection techniques as well as predictive methods to look for objective indicators of fatigue. This is ongoing work between a number of groups within NASA and outside partners.