In LDA, each document may be viewed as a mixture of various topics where each document is considered to have a set of topics that are assigned to it via LDA.
Each document may be viewed as a mixture of various topics. This was in LDA. Each document is considered to have a set of topics. These topics are assigned to it via LDA.