The Math behind the PageRank

PageRank, a significant algorithm in Google’s search engine, measures website importance. This article explores the calculation methods and applications of PageRank algorithm. We discuss three calculation methods: iterative method, power method, and eigenvalue/eigenvector-based approaches. Applications of PageRank in information retrieval, social networks, academics are discussed.  Also the advantages and disadvantages are examined.