Recommender system in collaborative learning environment using an influence diagram.

•Proposed a recommender system in a collaborative learning environment.•Created an influence diagram using expert knowledge and student interactions data.•The influence diagram offers a recommendation decision table.•Machine learning methods analyze the decisions and offer a recommendation tree.•The expert identifies four different scenarios in the recommendation tree.