28 citations · 39 across the 8 of their papers we have counts for
5 papers · 1 filter
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…
Making Fair ML Software using Trustworthy Explanation
Joymallya Chakraborty, Kewen Peng, Tim Menzies
Machine learning software is being used in many applications (finance, hiring, admissions, criminal justice) having a huge social impact. But sometimes the behavior of this softwar…
Defect Reduction Planning (using TimeLIME)
Kewen Peng, Tim Menzies
Software comes in releases. An implausible change to software is something that has never been changed in prior releases. When planning how to reduce defects, it is better to use p…
How to Improve AI Tools (by Adding in SE Knowledge): Experiments with the TimeLIME Defect Reduction Tool
Kewen Peng, Tim Menzies
AI algorithms are being used with increased frequency in SE research and practice. Such algorithms are usually commissioned and certified using data from outside the SE domain. Can…