Provably Optimal and Human-Competitive Results in SBSE for Spectrum Based Fault Localisation

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Xie:2013:SSBSE,

• author = "Xiaoyuan Xie and Fei-Ching Kuo and Tsong Yueh Chen and Shin Yoo and Mark Harman",
• title = "Provably Optimal and Human-Competitive Results in SBSE for Spectrum Based Fault Localisation",
• booktitle = "Symposium on Search-Based Software Engineering",
• year = "2013",
• editor = "Guenther Ruhe and Yuanyuan Zhang",
• volume = "8084",
• series = "Lecture Notes in Computer Science",
• pages = "224--238",
• address = "Leningrad",
• month = aug # " 24-26",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming, SBSE",
• isbn13 = "978-3-642-39741-7",
• URL = "http://www.cs.ucl.ac.uk/staff/s.yoo/papers/Xie2013kx.pdf",
• DOI = "doi:10.1007/978-3-642-39742-4_17",
• size = "15 pages",
• abstract = "Fault localisation uses so-called risk evaluation formulae to guide the localisation process. For more than a decade, the design and improvement of these formulae has been conducted entirely manually through iterative publication in the fault localisation literature. However, recently we demonstrated that SBSE could be used to automatically design such formulae by recasting this as a problem for Genetic Programming (GP). In this paper we prove that our GP has produced four previously unknown globally optimal formulae. Though other human competitive results have previously been reported in the SBSE literature, this is the first SBSE result, in any application domain, for which human competitiveness has been formally proved. We also show that some of these formulae exhibit counter-intuitive characteristics, making them less likely to have been found solely by further human effort.",
• notes = "See also Technical Report RN/14/14 http://www.cs.ucl.ac.uk/fileadmin/UCL-CS/research/Research_Notes/rn-14-14.pdf",

}

Genetic Programming entries for XiaoYuan Xie Fei-Ching (Diana) Kuo Tsong Yueh Chen Shin Yoo Mark Harman

Citations