Multiple kernel dimensionality reduction based on collaborative representation for set oriented image classification.

•A theoretical framework of set oriented dimensionality reduction is proposed.•A new criterion for set oriented feature extraction based on CR is proposed.•An optimization framework based on race ratio maximization is developed.•Extensive experiments are conducted to show the effectiveness of our method.