I usually only think about these ideas once in a great while for a few weeks at a time, but I like to keep my links and work here until I get back to them.
Kalman Filtering
Used in PNI Corp's SpacePoint Fusion. Apparently it's still a pretty hard problem to get velocity and distance from accelerometer data! Kalman filtering supposedly helps with that, so I kind of want to play around with it.