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Robustness Analysis

2006/12/01 by Michael Weisberg · 8 citations
Arts and Humanities · Environmental Science · Biochemistry, Genetics and Molecular Biology · #Philosophy and History of Science #Ecosystem dynamics and resilience #Gene Regulatory Network Analysis

paper · doi:10.1086/518628

Abstract

Modelers often rely on robustness analysis, the search for predictions common to several independent models. Robustness analysis has been characterized and championed by Richard Levins and William Wimsatt, who see it as central to modern theoretical practice. The practice has also been severely criticized by Steven Orzack and Elliott Sober, who claim that it is a nonempirical form of confirmation, effective only under unusual circumstances. This paper addresses Orzack and Sober's criticisms by giving a new account of robustness analysis and showing how the practice can identify robust theorems. Once the structure of robust theorems is clearly articulated, it can be shown that such theorems have a degree of confirmation, despite the lack of direct empirical evidence for their truth.

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