sentence1: pitt and shephard suggest a class of auxiliary particle filters that can be much more efficient than the standard particle filter , but most of these require the evaluation of the density of the state transition equation .
sentence2: pitt and shephard introduce the class of auxiliary particle filters which can be much more efficient than the bootstrap filter , especially when the signal to noise ratio is high .