Abstract: Highlights•Coupled diversity can deal with the layer-wise relationships of cascade forest.•TOOCEP performs layer-wise pruning in deep forest throuth tri-objective optimization.•TOOCEP achieves excellent performance in terms of accuracy and pruned rate.
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