28 citations · 39 across the 8 of their papers we have counts for
3 papers · 1 filter
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes
Kewen Peng, Joymallya Chakraborty, Tim Menzies
Context: Machine learning software can generate models that inappropriately discriminate against specific protected social groups (e.g., groups based on gender, ethnicity, etc). Mo…
Fairer Software Made Easier (using "Keys")
Tim Menzies, Kewen Peng, Andre Lustosa
Can we simplify explanations for software analytics? Maybe. Recent results show that systems often exhibit a "keys effect"; i.e. a few key features control the rest. Just to say th…
VEER: Enhancing the Interpretability of Model-based Optimizations
Kewen Peng, Christian Kaltenecker, Norbert Siegmund +2
Many software systems can be tuned for multiple objectives (e.g., faster runtime, less required memory, less network traffic or energy consumption, etc.). Optimizers built for diff…