Predicting Buildoutcome using Developer Interaction in Jazz
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I talked a bit how you can use simple and approximate social networks to build a powerful predictor for build failure.
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Predicting Buildoutcome using Developer Interaction in Jazz
- 1. Predicting Build Outcome with Developer Interaction in Adrian Schröter
- 3. Motivation Make Money Selling Products
- 4. Builds Builds Builds Fail ✘ Succeed ✔ Build
- 6. Artifact Connections Change Build
- 7. Artifact Connections Change Task Build
- 9. Network Construction Task Comment
- 10. Network Construction Task Comment
- 11. Network Construction Task Comment
- 12. Network Construction Task A.Java Comment Change
- 13. Network Construction Task A.Java Comment Change
- 15. Evaluation Ok Error Random 1/3 1/3 Splits 2/3 2/3
- 16. Evaluation Ok Error Train Random 1/3 1/3 Prediction Splits 2/3 2/3 Model
- 17. Evaluation Ok Error Train Random 1/3 1/3 Prediction Splits 2/3 2/3 Model Test
- 18. Evaluation Ok Error Train Random Average Recall: 1/3 1/3 96% Prediction Splits Average Precision: 81% 2/3 2/3 Model Test
- 19. Current Work foo.bar(int)
- 20. Current Work changed foo.bar(int)
- 21. Current Work changed uses foo.bar(int)
- 22. Current Work discuss changed uses foo.bar(int)
- 23. For Here or To Go?
- 24. For Here or To Go?