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In industry, testing is commonly performed under severe pressure due to limited resources. Therefore, risk-based testing, which uses predicted risks to guide the test process, is employed to select test cases. To this end, risks have so far mainly been estimated ad hoc, but not systematically predicted on the basis of the defect history and defect costs. In this paper, we present a novel approach...