Empirical Evaluation of Conditional Operators in GP Based Fault Localization
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Kang:2017:GECCO,
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author = "Dahyun Kang and Jeongju Sohn and Shin Yoo",
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title = "Empirical Evaluation of Conditional Operators in {GP}
Based Fault Localization",
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booktitle = "Proceedings of the Genetic and Evolutionary
Computation Conference",
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series = "GECCO '17",
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year = "2017",
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isbn13 = "978-1-4503-4920-8",
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address = "Berlin, Germany",
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pages = "1295--1302",
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size = "8 pages",
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URL = "http://doi.acm.org/10.1145/3071178.3071263",
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DOI = "doi:10.1145/3071178.3071263",
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acmid = "3071263",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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keywords = "genetic algorithms, genetic programming, genetic
improvement, APR, fault localization",
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month = "15-19 " # jul,
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abstract = "Genetic Programming has been successfully applied to
learn to rank program elements according to their
likelihood of containing faults. However, all
GP-evolved formula that have been studied in the fault
localization literature up to now are single
expressions that only use a small set of basic
functions. Based on recent theoretical analysis that
different formulae may be more effective against
different classes of faults, we evaluate the impact of
allowing ternary conditional operators in GP-evolved
fault localization by extending our fault localization
tool called FLUCCS. An empirical study based on 210
real world Java faults suggests that the simple
inclusion of ternary conditional operator can help
fault localization by placing up to 11percent more
faults at the top compared to our baseline, FLUCCS,
which in itself can already rank 50percent more faults
at the top compared to the state-of-the-art SBFL
formulae.",
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notes = "Also known as \cite{Kang:2017:EEC:3071178.3071263}
GECCO-2017 A Recombination of the 26th International
Conference on Genetic Algorithms (ICGA-2017) and the
22nd Annual Genetic Programming Conference (GP-2017)",
- }
Genetic Programming entries for
Dahyun Kang
Jeongju Sohn
Shin Yoo
Citations