In general, filters do what their names suggest -- they filter out noise or unwanted components of signals. The simple Kalman filter filters out white noise to

In general, filters do what their names suggest -- they filter out noise or unwanted components of signals. The simple Kalman filter filters out white noise to estimate parameters that describe a system; other filters use things like the Fourier or wavelet transform to, say, select certain frequencies and remove others.