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» Using probabilistic reasoning to automate software tuning
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POPL
2007
ACM
15 years 9 months ago
Program verification as probabilistic inference
In this paper, we propose a new algorithm for proving the validity or invalidity of a pre/postcondition pair for a program. The algorithm is motivated by the success of the algori...
Sumit Gulwani, Nebojsa Jojic
AAAI
1992
14 years 10 months ago
A Probabilistic Parser Applied to Software Testing Documents
We describe an approach to training a statistical parser from a bracketed corpus, and demonstrate its use in a software testing application that translates English speci cations i...
Mark A. Jones, Jason Eisner
ICST
2010
IEEE
14 years 8 months ago
Automated and Scalable T-wise Test Case Generation Strategies for Software Product Lines
Abstract—Software Product Lines (SPL) are difficult to validate due to combinatorics induced by variability across their features. This leads to combinatorial explosion of the n...
Gilles Perrouin, Sagar Sen, Jacques Klein, Benoit ...
ICSE
2007
IEEE-ACM
15 years 3 months ago
Adaptive Probabilistic Model for Ranking Code-Based Static Analysis Alerts
Software engineers tend to repeat mistakes when developing software. Automated static analysis tools can detect some of these mistakes early in the software process. However, thes...
Sarah Smith Heckman
KBSE
2003
IEEE
15 years 2 months ago
Automated Environment Generation for Software Model Checking
A key problem in model checking open systems is environment modeling (i.e., representing the behavior of the execution context of the system under analysis). Software systems are ...
Oksana Tkachuk, Matthew B. Dwyer, Corina S. Pasare...