Optimal Encoding and Decoding for Point Process Observations: an Approximate Closed-Form Filter

Yuval Harel, Ron Meir, Manfred Opper

The process of dynamic state estimation (filtering) based on point process observations is in general intractable. Numerical sampling techniques are often practically useful, but l…