Conditional particle filters with diffuse initial distributions

Santeri Karppinen, Matti Vihola

Conditional particle filters (CPFs) are powerful smoothing algorithms for general nonlinear/non-Gaussian hidden Markov models. However, CPFs can be inefficient or difficult to appl…