During inference, we hold the corpus-level count matrices fixed, and keep sampling from the above 2 * K +1-component multinomial while only changing the document-level count matrices: C DK , C DX 1 until convergence.
,in modeling ideology, we aim toward contrasting two or more ideological perspectives each of which is subjective in nature.