As a result, the rank of matrix W a • H a is K d + 1 or less, where the K c common topics increase the rank by only one.
we can replace the last K c columns of W a with a single column equal to the sum of the last K c columns of W a and replace the last K c rows of H a with a single row equal to the sum of the last K c rows of H a .