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Towards evidence-based computational statistics: lessons from clinical research on the role and design of real-data benchmark studies
The goal of medical research is to develop interventions that are in some sense superior, with respect to patient outcome, to interventions currently in use. Similarly, the goal of research in methodological computational statistics is to develop data analysis tools that are themselves superior to the existing tools. The methodology …