  The PageRank algorithm is used to rank web pages by their importance. Since
its development, the PageRank algorithm is a critical and fundamental part of
search engines today. PageRank is a graph-based algorithm that ranks pages
based on how many other pages link to them. This work develops a variational
quantum version of the PageRank algorithm and compares the performance of the
two algorithms. It is found that quantum PageRank performs better at ranking
websites than the normal PageRank algorithm
