Thu 8 Nov 2018 14:15 - 14:37 at Horizons 6-9F - Debugging and Bug Localization Chair(s): Earlence Fernandes

Recent findings suggest that Information Retrieval (IR)-based bug localization techniques do not perform well if the bug report lacks rich structured information (e.g., relevant program entity names). Conversely, excessive structured information (e.g., stack traces) in the bug report might not always help the automated localization either. In this paper, we propose a novel technique–BLIZZARD– that automatically localizes buggy entities from project source using appropriate query reformulation and effective information retrieval. In particular, our technique determines whether there are excessive program entities or not in a bug report (query), and then applies appropriate reformulations to the query for bug localization. Experiments using 5,139 bug reports show that our technique can localize the buggy source documents with 7%–56% higher Hit@10, 6%–62% higher MAP@10 and 6%–62% higher MRR@10 than the baseline technique. Comparison with the state-of-the-art techniques and their variants report that our technique can improve 19% in MAP@10 and 20% in MRR@10 over the state-of-the-art, and can improve 59% of the noisy queries and 39% of the poor queries.

Thu 8 Nov
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fse-2018-research-papers
13:30 - 15:00: Research Papers - Debugging and Bug Localization at Horizons 6-9F
Chair(s): Earlence FernandesUniversity of Michigan
fse-2018-research-papers13:30 - 13:52
Talk
Masatomo HashimotoChiba Institute of Technology, Japan, Akira MoriNational Institute of Advanced Industrial Science and Technology, Japan, Tomonori IzumidaIIJ Innovation Institute, Japan
Link to publication DOI Authorizer link
fse-2018-research-papers13:52 - 14:15
Talk
Daniel LehmannTU Darmstadt, Michael PradelTU Darmstadt
fse-2018-research-papers14:15 - 14:37
Talk
Masud RahmanUniversity of Saskatchewan , Chanchal K. RoyUniversity of Saskatchewan
Pre-print
fse-2018-research-papers14:37 - 15:00
Talk
Titus BarikMicrosoft, Denae FordNorth Carolina State University, Emerson Murphy-HillNorth Carolina State University, Chris ParninNCSU
Pre-print