Abstract: Highlights•An extensible framework for integrating diversity, sparsity, and risk control.•A minimax model for risk control of loss functions constrained by asset subsets.•Construct asset subsets by price-feature clipping to reduce redundant assets.•State-based estimation of price trends to guide all loss functions.
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