MSR 2020
Mon 29 - Tue 30 June 2020
co-located with ICSE 2020
Tue 30 Jun 2020 16:10 - 16:20 at MSR:Zoom - Developer Collaboration Chair(s): Bogdan Vasilescu

We address the problem of using sentiment analysis tools ‘off-the-shelf’, that is when a gold standard is not available for re-training. We evaluate the performance of SE-specific tools in a cross-platform setting, i.e., on a test set collected from data sources different from the one used for training. We find that (i) the lexicon-based tools outperform the supervised approaches retrained in a cross-platform setting and (ii) retraining can be beneficial in within-platform settings in the presence of robust gold standard datasets, even using a minimal training set. Based on our empirical findings, we derive guidelines for reliable use of sentiment analysis tools in software engineering.

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

msr-2020-papers
16:00 - 17:00: Technical Papers - Developer Collaboration at MSR:Zoom
Chair(s): Bogdan VasilescuCarnegie Mellon University

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

msr-2020-papers16:00 - 16:10
Live Q&A
Pre-print Media Attached
msr-2020-papers16:10 - 16:20
Live Q&A
Nicole NovielliUniversity of Bari, Fabio CalefatoUniversity of Bari, Davide DongiovanniUniversity of Bari, Daniela GirardiUniversity of Bari, Filippo LanubileUniversity of Bari
DOI Pre-print Media Attached
msr-2020-Data-showcase16:20 - 16:30
Live Q&A
Esteban ParraFlorida State University, Ashley Ellis, Sonia HaiducFlorida State University
Pre-print Media Attached
msr-2020-Registered-Reports16:30 - 16:40
Live Q&A
Ingrid NunesUniversidade Federal do Rio Grande do Sul (UFRGS), Brazil, Christoph TreudeThe University of Adelaide, Fabio CalefatoUniversity of Bari
Pre-print Media Attached
msr-2020-Data-showcase16:40 - 16:50
Live Q&A
Preetha ChatterjeeUniversity of Delaware, USA, Kostadin DamevskiVirginia Commonwealth University, Nicholas A. KraftUserVoice, Lori Pollock
Pre-print Media Attached
msr-2020-papers16:50 - 17:00
Live Q&A
Yalin LiuUniversity of Notre Dame, Jinfeng LinUniversity of Notre Dame, Jane Cleland-HuangUniversity of Notre Dame
Media Attached