Kalman filters are the *optimal* solution to the problem of controlling a linear system driven by additive white Gaussian noise and a quadratic cost function.

The model is updated sequentially (online learning).

https://en.wikipedia.org/wiki/Linear%E2%80%93quadratic%E2%80...