Serious games for rehabilitation: gestural interaction in personalized gamified exercises through a recommender system.

•We designed a recommender system of exergames for rehabilitation.•We created a personalized game mode based in a gestural interaction platform.•We studied the effectiveness, efficacy, learnability and satisfaction of gestural interaction.•We presented different methods for testing the recommender system.