Searching input values hitting suspicious Intervals in programs with floating-point operations

November 03, 2015 Β· Declared Dead Β· πŸ› International Conference on Testing Software and Systems

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Authors Hélène Collavizza, Claude Michel, Michel Rueher arXiv ID 1511.01080 Category cs.PL: Programming Languages Cross-listed cs.DS, math.NA Citations 5 Venue International Conference on Testing Software and Systems Last Checked 3 months ago
Abstract
Programs with floating-point computations are often derived from mathematical models or designed with the semantics of the real numbers in mind. However, for a given input, the computed path with floating-point numbers may differ from the path corresponding to the same computation with real numbers. A common practice when validating such programs consists in estimating the accuracy of floating-point computations with respect to the same sequence of operations in an ide-alized semantics of real numbers. However, state-of-the-art tools compute an over-approximation of the error introduced by floating-point operations. As a consequence, totally inappropriate behaviors of a program may be dreaded but the developer does not know whether these behaviors will actually occur, or not. In this paper, we introduce a new constraint-based approach that searches for test cases in the part of the over-approximation where errors due to floating-point arithmetic would lead to inappropriate behaviors.
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