In this paper the characters and mathematical foundation of set-valued statistics - random set and the falling shadow function is briefly reviewed. We further discuss the procedure of fuzzy set-valued inference based on sampled data information proposed by Chen. An industrial data is used to illustrate the prediction of system failure time based on covariate information.
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