Using acceptance tests to predict files changed by programming tasks
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Task interfaces
RQ1
RQ2
RQ3
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Sample of 74 tasks
Sample of 463 tasks
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RQ3
RQ3: Is TestI a better code change predictor than RandomI?
TestI outperforms RandomI for predicting changes in controllers and MVC slices
Wilcoxon Signed-Rank test applied to precision and recall measures of ITest and IRandom
Hypothesis
pvalue
r
TestI-NF precision = RandomI-NF precision
1.0e-72
0.838
TestI-NF recall = RandomI-NF recall
2.7e-43
0.641
TestI-CF precision = RandomI-CF precision
5.2e-54
0.719
TestI-CF recall = RandomI-CF recall
1.0e-01
0.076