Empirical Evaluation of Conditional Operators in GP Based Fault Localization

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Kang:2017:GECCO,

• author = "Dahyun Kang and Jeongju Sohn and Shin Yoo",
• title = "Empirical Evaluation of Conditional Operators in {GP} Based Fault Localization",
• booktitle = "Proceedings of the Genetic and Evolutionary Computation Conference",
• series = "GECCO '17",
• year = "2017",
• isbn13 = "978-1-4503-4920-8",
• address = "Berlin, Germany",
• pages = "1295--1302",
• size = "8 pages",
• URL = "http://doi.acm.org/10.1145/3071178.3071263",
• DOI = "doi:10.1145/3071178.3071263",
• acmid = "3071263",
• publisher = "ACM",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, genetic improvement, APR, fault localization",
• month = "15-19 " # jul,
• 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.",
• 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