Predicting Buildoutcome using Developer Interaction in Jazz
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![Page 1: Predicting Buildoutcome using Developer Interaction in Jazz](https://reader033.fdocuments.in/reader033/viewer/2022060118/558b5c5dd8b42a27478b4785/html5/thumbnails/1.jpg)
Predicting Build Outcome with Developer Interaction
in
Adrian Schröter
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Motivation
Make Money
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Motivation
Make Money Selling Products
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Builds Builds Builds
FailSucceed
Build
✘✔
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Build
Artifact Connections
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BuildChange
Artifact Connections
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BuildChange Task
Artifact Connections
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Network Construction
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Network Construction
Task
Comment
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Network Construction
Task
Comment
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Network Construction
Task
Comment
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Network Construction
Task
Comment
A.Java
Change
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Network Construction
Task
Comment
A.Java
Change
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Evaluation
ErrorOk
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Evaluation
ErrorOk
RandomSplits
1/3 1/32/32/3
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PredictionModel
Train
Evaluation
ErrorOk
RandomSplits
1/3 1/32/32/3
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Test
PredictionModel
Train
Evaluation
ErrorOk
RandomSplits
1/3 1/32/32/3
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Test
PredictionModel
Train
Evaluation
ErrorOk
RandomSplits
1/3 1/32/32/3
Average Recall:Average Precision:
96%81%
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Current Work
foo.bar(int)
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Current Work
foo.bar(int)
changed
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Current Work
foo.bar(int)
changed uses
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Current Work
foo.bar(int)
changed uses
discuss
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For Here or To Go?
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For Here or To Go?