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Publication Detail
Less is more: Temporal fault predictive performance over multiple hadoop releases
  • Publication Type:
    Conference
  • Authors:
    Harman M, Islam S, Jia Y, Minku LL, Sarro F, Srivisut K
  • Publication date:
    01/01/2014
  • Pagination:
    240, 246
  • Published proceedings:
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
  • Volume:
    8636 LNCS
  • ISBN-13:
    9783319099392
  • Status:
    Published
  • Print ISSN:
    0302-9743
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. © 2014 Springer International Publishing Switzerland.
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Dept of Computer Science
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