# A problem in the derivation of distributed multiple model filtering

I have some problems with the derivation of multi-model filtering in a paper. The involved statements in this paper are as follows.

My question is how did the above formula get from left to right?

Also, does the "first two moments of $$x_k$$" in paragraph 1 refer to the first two time steps? why specifically mentioned here?