Ensemble methods in combination with compartment models for blood glucose level prediction in type 1 diabetes mellitus.

•In vivo results to support research on blood glucose level prediction for type 1 diabetes.•Examining the benefits of ensemble methods proposed recently for prediction.•Applying compartment models for simulating fast acting insulin absorption in order to improve predictions.•Comparing results with the most related researches according to the literature.