Before revision:  In this work, we utilize the PageRank function on the lower-star filtration of the graph as input to persistent homology to study the problem of graph similarity.
After revision:  In this article, we use the PageRank function on the lower-star filtration of the graph as input to persistent homology to study the problem of graph similarity.