Topic sensitive pagerank is a way of getting pageranks per topic instead of using just one pagerank for all
pages.
In the book Mining of Massive Datasets, biased random walk algorithm is introduced. In the algorithm, we let the random surfer jumps to the page with the specific topic when it wants to teleport. That way, we bias the surfer to give higher pageranks to pages with specific topic.