How to Find Actionable Static Analysis Warnings: A Case Study with FindBugs

1 code implementation • 21 May 2022 • Rahul Yedida, Hong Jin Kang, Huy Tu, Xueqi Yang, David Lo, Tim Menzies

Automatically generated static code warnings suffer from a large number of false alarms.

Old but Gold: Reconsidering the value of feedforward learners for software analytics

1 code implementation • 15 Jan 2021 • Rahul Yedida, Xueqi Yang, Tim Menzies

We test the hypothesis laid by Galke and Scherp [18], that feedforward networks suffice for many analytics tasks (which we call, the "Old but Gold" hypothesis) for these two tasks.

Vulnerability Detection

Simpler Hyperparameter Optimization for Software Analytics: Why, How, When?

no code implementations • 9 Dec 2019 • Amritanshu Agrawal, Xueqi Yang, Rishabh Agrawal, Rahul Yedida, Xipeng Shen, Tim Menzies

How can we make software analytics simpler and faster?

Hyperparameter Optimization