Thus, instead of using the words as basic units for each block of text representation, we employ a "topic" basis, assuming that a few topics will capture more information than the entire huge amount of words in the vocabulary.
the m-th block of text is represented by the vector (P (z 1 |b m ), P (z 2 |b m ), ..., P (z k |b m )).