Abstract: Highlights•Extend the BK subproduct from Type-1 fuzzy sets to interval-valued fuzzy sets.•Weight parameter is introduced to the BK subproduct.•Develop a novel method that automatically constructs knowledge base from examples.•The proposed method outperforms state-of-the-art solutions in medical data.
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