Non-backtracking PageRank: From the classic model to hashimoto matrices

•A new measure of centrality by modifying classic PageRank and Hashimoto matrix.•Higher order random walkers with memory are considered.•Line graph associated to a directed network and the Hashimoto matrix are used.•Several applications to public transportation systems are included.