MSR 2020
Mon 29 - Tue 30 June 2020
co-located with ICSE 2020
Tue 30 Jun 2020 10:45 - 10:52 at MSR:Zoom2 - Apps & Bots Chair(s): Ivano Malavolta

Background: Some developer activity traditionally performed manually, such as making code commits, opening, managing, or closing issues is increasingly subject to automation in many OSS projects. Specifically, such activity is often performed by tools that react to events or run at specific times. We refer to such automation tools as bots and, in many software mining scenarios related to developer productivity or code quality it is desirable to identify bots in order to separate their actions from actions of individuals. Aim: Find an automated way of identifying bots and code committed by these bots, and to characterize the types of bots based on their activity patterns.
Method and Result: We propose BIMAN, a systematic approach to detect bots using author names, commit messages, files modified by the commit, and projects associated with the commits. For our test data, the value for AUC-ROC was 0.9. We also characterized these bots based on the time patterns of their code commits and the types of files modified, and found that they primarily work with documentation files and web pages, and these files are most prevalent in HTML and JavaScript ecosystems. We have compiled a shareable dataset containing detailed information about 461 bots we found (all of whom have more than 1000 commits) and 14,678,222 commits they created.

Tue 30 Jun
Times are displayed in time zone: (UTC) Coordinated Universal Time change

10:30 - 11:00: Apps & BotsTechnical Papers / Registered Reports / Keynote / MSR Awards / FOSS Award / Education / Data Showcase / Mining Challenge / MSR Challenge Proposals / Ask Me Anything at MSR:Zoom2
Chair(s): Ivano MalavoltaVrije Universiteit Amsterdam

Q/A & Discussion of Session Papers over Zoom (Joining info available on Slack)

10:30 - 10:37
Live Q&A
Data Showcase
A: Pei Liu, A: Li LiMonash University, Australia, A: Yanjie Zhao, A: Xiaoyu Sun, A: John GrundyMonash University
Media Attached
10:37 - 10:45
Live Q&A
Data Showcase
Media Attached
10:45 - 10:52
Live Q&A
Technical Papers
Tapajit Dey, Sara Mousavi, Eduardo PonceUniversity of Tennessee - Knoxville, Tanner Fry, Bogdan VasilescuCarnegie Mellon University, Anna Filippova, Audris MockusUniversity of Tennessee - Knoxville
Pre-print Media Attached
10:52 - 11:00
Live Q&A
Technical Papers
Ahmad AbdellatifConcordia University, Diego CostaConcordia University, Canada, Khaled BadranConcordia University, Rabe AbdalkareemConcordia University, Montreal, Canada, Emad ShihabConcordia University
Pre-print Media Attached