31 citations · 71 across the 26 of their papers we have counts for
3 papers · 1 filter
Run, Forest, Run? On Randomization and Reproducibility in Predictive Software Engineering
Cynthia C. S. Liem, Annibale Panichella
Machine learning (ML) has been widely used in the literature to automate software engineering tasks. However, ML outcomes may be sensitive to randomization in data sampling mechani…
ReproducedPapers.org: Openly teaching and structuring machine learning reproducibility
Burak Yildiz, Hayley Hung, Jesse H. Krijthe +9
We present ReproducedPapers.org: an open online repository for teaching and structuring machine learning reproducibility. We evaluate doing a reproduction project among students an…
Generating Class-Level Integration Tests Using Call Site Information
Pouria Derakhshanfar, Xavier Devroey, Annibale Panichella +2
Search-based approaches have been used in the literature to automate the process of creating unit test cases. However, related work has shown that generated unit-tests with high co…