Less is more: Temporal fault predictive performance over multiple hadoop releases

Mark Harman; Syed Islam; Yue Jia; Leandro L. Minku; Federica Sarro; Komsan Srivisut

doi:10.1007/978-3-319-09940-8_18

Less is more: Temporal fault predictive performance over multiple hadoop releases

Mark Harman, Syed Islam, Yue Jia, Leandro L. Minku, Federica Sarro, Komsan Srivisut

Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

25 Citations (Scopus)

Abstract

We investigate search based fault prediction over time based on 8 consecutive Hadoop versions, aiming to analyse the impact of chronology on fault prediction performance. Our results confound the assumption, implicit in previous work, that additional information from historical versions improves prediction; though G-mean tends to improve, Recall can be reduced.

Original language	English
Title of host publication	Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science
Place of Publication	Fortaleza, Brazil
Publisher	Springer Verlag
Pages	240-246
Number of pages	7
Volume	8636
ISBN (Print)	9783319099392
DOIs	https://doi.org/10.1007/978-3-319-09940-8_18
Publication status	Published - 2014
Event	6th International Symposium on Search-Based Software Engineering, SSBSE 2014 - Fortaleza, Brazil Duration: 26 Aug 2014 → 29 Aug 2014

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	8636 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	6th International Symposium on Search-Based Software Engineering, SSBSE 2014
Country/Territory	Brazil
City	Fortaleza
Period	26/08/14 → 29/08/14

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-319-09940-8_18

Cite this

Harman, M., Islam, S., Jia, Y., Minku, L. L., Sarro, F., & Srivisut, K. (2014). Less is more: Temporal fault predictive performance over multiple hadoop releases. In Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science (Vol. 8636, pp. 240-246). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8636 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-319-09940-8_18

Harman, Mark ; Islam, Syed ; Jia, Yue et al. / Less is more : Temporal fault predictive performance over multiple hadoop releases. Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science. Vol. 8636 Fortaleza, Brazil : Springer Verlag, 2014. pp. 240-246 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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abstract = "We investigate search based fault prediction over time based on 8 consecutive Hadoop versions, aiming to analyse the impact of chronology on fault prediction performance. Our results confound the assumption, implicit in previous work, that additional information from historical versions improves prediction; though G-mean tends to improve, Recall can be reduced.",

author = "Mark Harman and Syed Islam and Yue Jia and Minku, {Leandro L.} and Federica Sarro and Komsan Srivisut",

year = "2014",

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language = "English",

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publisher = "Springer Verlag",

pages = "240--246",

booktitle = "Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science",

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Harman, M, Islam, S, Jia, Y, Minku, LL, Sarro, F & Srivisut, K 2014, Less is more: Temporal fault predictive performance over multiple hadoop releases. in Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science. vol. 8636, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 8636 LNCS, Springer Verlag, Fortaleza, Brazil, pp. 240-246, 6th International Symposium on Search-Based Software Engineering, SSBSE 2014, Fortaleza, Brazil, 26/08/14. https://doi.org/10.1007/978-3-319-09940-8_18

Less is more: Temporal fault predictive performance over multiple hadoop releases. / Harman, Mark; Islam, Syed; Jia, Yue et al.
Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science. Vol. 8636 Fortaleza, Brazil: Springer Verlag, 2014. p. 240-246 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8636 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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Harman M, Islam S, Jia Y, Minku LL, Sarro F, Srivisut K. Less is more: Temporal fault predictive performance over multiple hadoop releases. In Proceedings of the 6th Symposium on Search-Based Software Engineering (SSBSE), Lecture Notes in Computer Science. Vol. 8636. Fortaleza, Brazil: Springer Verlag. 2014. p. 240-246. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-09940-8_18

Less is more: Temporal fault predictive performance over multiple hadoop releases

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