Bibliography | Maier, Sven: Enriched Tool Support for Probabilistic Specification Mining (ProSpecMi). University of Stuttgart, Faculty of Computer Science, Electrical Engineering, and Information Technology, Bachelor Thesis No. 134 (2014). 63 pages, english.
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CR-Schema | D.2.5 (Software Engineering Testing and Debugging)
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Abstract | Specification Mining describes the process of creating a specification from a (probably unknown) program using sample executions. Most of the current specification miners are deterministic. This thesis aims to create a probabilistic specification miner. Therefor, a specification miner with three different probabililistic approaches has been implemented and added to the LearnLib-Framework. The implementation has been validated by letting the specification miner rebuild a predefined specification to compare the template and the result, by running a hypothesis-test to compare the used approaches to calculate the probabilities against another and by letting it mine the usage of a real API from n tests and validate them with m more tests.
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Full text and other links | PDF (463764 Bytes)
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Department(s) | University of Stuttgart, Institute of Software Technology, Software Reliability and Security
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Superviser(s) | Filieri, Antonio |
Entry date | December 2, 2014 |
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