Learning features combination for human action recognition from skeleton sequences.

•A new framework for human action recognition from skeleton sequences.•A metric learning method is applied to learn features combination.•The proposed approach achieved state-of-the-art results on three datasets.•Individual contributions of each stage were demonstrated in the experiments.