The HeatS and ProbS algorithm for recommender systems from:
Solving the apparent diversity-accuracy dilemma of recommender systems
Tao Zhoua,Zoltán Kuscsika,Jian-Guo Liua, Matúš Medoa, Joseph Rushton Wakelinga, and Yi-Cheng ZhangaFig. 1. The HeatS (A, B, C) and ProbS (D, E, F) algorithms at work on the bipartite user-object network. Objects are shown as squares, users as circles, with the target user indicated by the shaded circle. While the HeatS algorithm redistributes resource via a nearest-neighbor averaging process, the ProbS algorithm works by an equal distribution of resource among nearest neighbors.