activity
20182024
most citedThe impact of feature importance methods on the interpretation of defect classifiers

132 citations · 245 across the 5 of their papers we have counts for

collaborators

7 papers

cs.SE2024

An Empirical Study of Token-based Micro Commits

Masanari Kondo, Daniel M. German, Yasutaka Kamei +2

In software development, developers frequently apply maintenance activities to the source code that change a few lines by a single commit. A good understanding of the characteristi…

cs.SE202265 cited

The Impact of Using Regression Models to Build Defect Classifiers

Gopi Krishnan Rajbahadur, Shaowei Wang, Yasutaka Kamei +1

It is common practice to discretize continuous defect counts into defective and non-defective classes and use them as a target variable when building defect classifiers (discretize…

cs.SE202230 cited

Impact of Discretization Noise of the Dependent variable on Machine Learning Classifiers in Software Engineering

Gopi Krishnan Rajbahadur, Shaowei Wang, Yasutaka Kamei +1

Researchers usually discretize a continuous dependent variable into two target classes by introducing an artificial discretization threshold (e.g., median). However, such discretiz…

cs.LG2022132 cited

The impact of feature importance methods on the interpretation of defect classifiers

Gopi Krishnan Rajbahadur, Shaowei Wang, Yasutaka Kamei +1

Classifier specific (CS) and classifier agnostic (CA) feature importance methods are widely used (often interchangeably) by prior studies to derive feature importance ranks from a…

cs.SE20201 cited

A Quantitative Study of Security Bug Fixes of GitHub Repositories

Daito Nakano, Mingyang Yin, Ryosuke Sato +3

Software is prone to bugs and failures. Security bugs are those that expose or share privileged information and access in violation of the software's requirements. Given the seriou…

cs.SE201817 cited

Towards effective AI-powered agile project management

Hoa Khanh Dam, Truyen Tran, John Grundy +2

The rise of Artificial intelligence (AI) has the potential to significantly transform the practice of project management. Project management has a large socio-technical element wit…