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How Design Predicts Failures
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Datum
2006
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Geselllschaft für Informatik e.V.
Zusammenfassung
In an empirical study of 52 ECLIPSE plug-ins, we found that the software design as well as past failure history, can be used to build support vector machines which accurately predict failure-prone components in new programs. Our prediction only requires usage relationships between components, which are typically defined in the design phase; thus, designers can easily explore and assess design alternatives in terms of predicted quality.