Smoothing approach to alleviate the meager rating problem in collaborative recommender systems

► We smoothen the meager rating matrix to overcome the sparsity problem in collaborative recommender systems.► We examine changes in the level of sparsity about recommendation quality.► Decreasing the sparsity will increase quality of recommendation.