Matches in SemOpenAlex for { <https://semopenalex.org/work/W2525656308> ?p ?o ?g. }
- W2525656308 abstract "We can never be certain that a software system is correct simply by testing it, but with every additional successful test we become less uncertain about its correctness. In absence of source code or elaborate specifications and models, tests are usually generated or chosen randomly. However, rather than randomly choosing tests, it would be preferable to choose those tests that decrease our uncertainty about correctness the most. In order to guide test generation, we apply what is referred to in Machine Learning as Query Strategy Framework: We infer a behavioural model of the system under test and select those tests which the inferred model is least certain about. Running these tests on the system under test thus directly targets those parts about which tests so far have failed to inform the model. We provide an implementation that uses a genetic programming engine for model inference in order to enable an uncertainty sampling technique known as query by committee, and evaluate it on eight subject systems from the Apache Commons Math framework and JodaTime. The results indicate that test generation using uncertainty sampling outperforms conventional and Adaptive Random Testing." @default.
- W2525656308 created "2016-10-07" @default.
- W2525656308 creator A5034625397 @default.
- W2525656308 creator A5079261847 @default.
- W2525656308 date "2017-03-01" @default.
- W2525656308 modified "2023-10-11" @default.
- W2525656308 title "Uncertainty-Driven Black-Box Test Data Generation" @default.
- W2525656308 cites W1595504249 @default.
- W2525656308 cites W1603501633 @default.
- W2525656308 cites W169243799 @default.
- W2525656308 cites W182269909 @default.
- W2525656308 cites W1960291896 @default.
- W2525656308 cites W1989445634 @default.
- W2525656308 cites W2011762419 @default.
- W2525656308 cites W2012210872 @default.
- W2525656308 cites W2026387030 @default.
- W2525656308 cites W2028990673 @default.
- W2525656308 cites W2033140592 @default.
- W2525656308 cites W2045002843 @default.
- W2525656308 cites W2045671792 @default.
- W2525656308 cites W2056640446 @default.
- W2525656308 cites W2073727600 @default.
- W2525656308 cites W2080021732 @default.
- W2525656308 cites W2085692149 @default.
- W2525656308 cites W2098203240 @default.
- W2525656308 cites W2110256630 @default.
- W2525656308 cites W2110594703 @default.
- W2525656308 cites W2119717320 @default.
- W2525656308 cites W2135841285 @default.
- W2525656308 cites W2156723666 @default.
- W2525656308 cites W4238284510 @default.
- W2525656308 cites W4238893454 @default.
- W2525656308 cites W4241887322 @default.
- W2525656308 doi "https://doi.org/10.1109/icst.2017.30" @default.
- W2525656308 hasPublicationYear "2017" @default.
- W2525656308 type Work @default.
- W2525656308 sameAs 2525656308 @default.
- W2525656308 citedByCount "23" @default.
- W2525656308 countsByYear W25256563082017 @default.
- W2525656308 countsByYear W25256563082018 @default.
- W2525656308 countsByYear W25256563082019 @default.
- W2525656308 countsByYear W25256563082020 @default.
- W2525656308 countsByYear W25256563082021 @default.
- W2525656308 countsByYear W25256563082022 @default.
- W2525656308 countsByYear W25256563082023 @default.
- W2525656308 crossrefType "proceedings-article" @default.
- W2525656308 hasAuthorship W2525656308A5034625397 @default.
- W2525656308 hasAuthorship W2525656308A5079261847 @default.
- W2525656308 hasBestOaLocation W25256563082 @default.
- W2525656308 hasConcept C106159264 @default.
- W2525656308 hasConcept C108913964 @default.
- W2525656308 hasConcept C111065885 @default.
- W2525656308 hasConcept C119857082 @default.
- W2525656308 hasConcept C124101348 @default.
- W2525656308 hasConcept C128942645 @default.
- W2525656308 hasConcept C149091818 @default.
- W2525656308 hasConcept C151730666 @default.
- W2525656308 hasConcept C152877465 @default.
- W2525656308 hasConcept C154945302 @default.
- W2525656308 hasConcept C162443782 @default.
- W2525656308 hasConcept C165825675 @default.
- W2525656308 hasConcept C186846655 @default.
- W2525656308 hasConcept C199360897 @default.
- W2525656308 hasConcept C2776214188 @default.
- W2525656308 hasConcept C2777267654 @default.
- W2525656308 hasConcept C2777904410 @default.
- W2525656308 hasConcept C41008148 @default.
- W2525656308 hasConcept C53942775 @default.
- W2525656308 hasConcept C55439883 @default.
- W2525656308 hasConcept C7435765 @default.
- W2525656308 hasConcept C86803240 @default.
- W2525656308 hasConcept C94966114 @default.
- W2525656308 hasConceptScore W2525656308C106159264 @default.
- W2525656308 hasConceptScore W2525656308C108913964 @default.
- W2525656308 hasConceptScore W2525656308C111065885 @default.
- W2525656308 hasConceptScore W2525656308C119857082 @default.
- W2525656308 hasConceptScore W2525656308C124101348 @default.
- W2525656308 hasConceptScore W2525656308C128942645 @default.
- W2525656308 hasConceptScore W2525656308C149091818 @default.
- W2525656308 hasConceptScore W2525656308C151730666 @default.
- W2525656308 hasConceptScore W2525656308C152877465 @default.
- W2525656308 hasConceptScore W2525656308C154945302 @default.
- W2525656308 hasConceptScore W2525656308C162443782 @default.
- W2525656308 hasConceptScore W2525656308C165825675 @default.
- W2525656308 hasConceptScore W2525656308C186846655 @default.
- W2525656308 hasConceptScore W2525656308C199360897 @default.
- W2525656308 hasConceptScore W2525656308C2776214188 @default.
- W2525656308 hasConceptScore W2525656308C2777267654 @default.
- W2525656308 hasConceptScore W2525656308C2777904410 @default.
- W2525656308 hasConceptScore W2525656308C41008148 @default.
- W2525656308 hasConceptScore W2525656308C53942775 @default.
- W2525656308 hasConceptScore W2525656308C55439883 @default.
- W2525656308 hasConceptScore W2525656308C7435765 @default.
- W2525656308 hasConceptScore W2525656308C86803240 @default.
- W2525656308 hasConceptScore W2525656308C94966114 @default.
- W2525656308 hasLocation W25256563081 @default.
- W2525656308 hasLocation W25256563082 @default.
- W2525656308 hasLocation W25256563083 @default.
- W2525656308 hasLocation W25256563084 @default.
- W2525656308 hasLocation W25256563085 @default.