July 2016
Beginner to intermediate
408 pages
10h 58m
English
book
Perspectives on Data Science for Software Engineering
by Tim Menzies, Laurie Williams, Thomas Zimmermann
Content preview from Perspectives on Data Science for Software Engineering
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Gotchas from mining bug reports
S. Just*; K. Herzig† * Researcher, Software Engineering Chair & Center for IT-Security, Privacy and Accountability, Saarland University, Germany† Software Development Engineer, Microsoft Corporation, Redmond, United States
Abstract
Over the years, it has become common practice in empirical software engineering to mine data from version archives and bug databases to learn where bugs have been fixed in the past, or to build prediction models to find error-prone code in the future. However, most of these approach rely on strong assumptions that need to be verified to ensure that resulting models are accurate and reflect the intended property which can have serious consequences for decisions based on such flawed ...
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