This paper won the Outstanding Paper Award at AAAI-04 (Amer. Assoc. for AI's National Conf.) in July. In a nutshell, they took the trace from a person carrying a GPS unit around with him for a month. With no hand labelling of the data, they were able to build a model of the person's travel behavior including frequent destinations (work, home, grocery friends homes), and modes of transportation (bus vs. walking). With new data, the model can predict, on-line, the traveler's most likely destination, and detect 'unknown activities' (e.g. strange behavior).Incredible feat for AI, but pretty chilling development when you think about Big Brother.
The Future is Now
Let me quote from Boing Boing