Git Blame Who?: Stylistic Authorship Attribution of Small, Incomplete Source Code Fragments
Title | Git Blame Who?: Stylistic Authorship Attribution of Small, Incomplete Source Code Fragments |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Dauber, Edwin, Caliskan, Aylin, Harang, Richard, Greenstadt, Rachel |
Conference Name | Proceedings of the 40th International Conference on Software Engineering: Companion Proceeedings |
Date Published | May 2018 |
Publisher | ACM |
ISBN Number | 978-1-4503-5663-3 |
Keywords | Human Behavior, machine learning, Metrics, pubcrawl, source code authorship attribution, stylometry |
Abstract | Program authorship attribution has implications for the privacy of programmers who wish to contribute code anonymously. While previous work has shown that complete files that are individually authored can be attributed, these efforts have focused on ideal data sets such as the Google Code Jam data. We explore the problem of attribution "in the wild," examining source code obtained from open source version control systems, and investigate if and how such contributions can be attributed to their authors, either individually or on a per-account basis. In this work we show that accounts belonging to open source contributors containing short, incomplete, and typically uncompilable fragments can be effectively attributed. |
URL | https://dl.acm.org/doi/10.1145/3183440.3195007 |
DOI | 10.1145/3183440.3195007 |
Citation Key | dauber_git_2018 |