Construction of optimal graph of relations between sets of subjects and objects in collaborative filter systems

Collaborative filtering (CF) is the process of filtering for information or patterns using techniques involving collaboration among multiple agents, viewpoints, data sources, etc. Applications of collaborative filtering typically involve very large data sets. In article presents metric function between set of users and set of items and evaluating method of predictions.