Is one hyperparameter optimizer enough?

H Tu, V Nair - Proceedings of the 4th ACM SIGSOFT international …, 2018 - dl.acm.org
Hyperparameter tuning is the black art of automatically finding a good combination of control
parameters for a data miner. While widely applied in empirical Software Engineering, there …

[PDF][PDF] Bad Smells in So ware Analytics Papers

R Krishna, S Majumder, T Menzies, M Shepperd - 2018 - researchgate.net
ABSTRACT CONTEXT: There has been a rapid growth in the use of data analytics to
underpin evidence-based software engineering. However the combination of complex …

[PDF][PDF] Is AI different for SE?

A Agrawal, T Menzies - arXiv preprint arXiv:1912.04061, 2019 - researchgate.net
What AI tools are needed for SE? Ideally, we should have simple rules that peek at data,
then say “use this tool” or “use that tool”. To find such a rule, we explored 120 different data …