Fault
Localization for Dynamic Web Applications
In recent years, there
has been significant interest in fault-localization techniques that are based
on statistical analysis of program constructs executed by passing and failing
executions. This paper shows how the Tarantula, Ochiai, and Jaccard
fault-localization algorithms can be enhanced to localize faults effectively in
web applications written in PHP by using an extended domain for conditional and
function-call statements and by using a source mapping. We also propose several
novel test-generation strategies that are geared toward producing test suites
that have maximal fault-localization effectiveness. We implemented various
fault-localization techniques and test-generation strategies in Apollo, and
evaluated them on several open-source PHP applications. Our results indicate
that a variant of the Ochiai algorithm that includes all our enhancements
localizes 87.8 percent of all faults to within 1 percent of all executed
statements, compared to only 37.4 percent for the unenhanced Ochiai algorithm.
We also found that all the test-generation strategies that we considered are
capable of generating test suites with maximal fault-localization effectiveness
when given an infinite time budget for test generation. However, on average, a
directed strategy based on path-constraint similarity achieves this maximal
effectiveness after generating only 6.5 tests, compared to 46.8 tests for an
undirected test-generation strategy.
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