Write a Blog >>
ICSE 2021
Mon 17 May - Sat 5 June 2021
Tue 25 May 2021 19:00 - 21:00 at SRC Room 2 - SRC Poster Session 2 Chair(s): Aurora Ramírez, Sergio Segura

To process data more efficiently, big data frameworks provide data abstractions to developers. However, due to the abstraction, there may be many challenges for developers to understand and debug the data processing code. To uncover the challenges in using big data frameworks, we first conduct an empirical study on 1,000 Apache Spark-related questions on Stack Overflow. We find that most of the challenges are related to data transformation and API usage. To solve these challenges, we design an approach, which assists developers with understanding and debugging data processing in Spark. Our approach leverages statistical sampling to minimize performance overhead, and provides intermediate information and hint messages for each data processing step of a chained method pipeline. The preliminary evaluation of our approach shows that it has low performance overhead and we receive good feedback from developers.

poster (poster.pdf)5.20MiB

Conference Day
Tue 25 May

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

19:00 - 21:00
SRC Poster Session 2SRC - ACM Student Research Competition at SRC Room 2
Chair(s): Aurora RamírezUniversity of Córdoba, Sergio SeguraUniversidad de Sevilla
19:00
2h
Poster
NodeSRT: A Selective Regression Testing Tool for Node.js ApplicationACM SRC
SRC - ACM Student Research Competition
Yufeng ChenUniversity of British Columbia
Pre-print
19:00
2h
Poster
Investigating the Interplay between Developers and AutomationACM SRC
SRC - ACM Student Research Competition
Omar ElazharyUniversity of Victoria
Pre-print File Attached
19:00
2h
Poster
WebEvo: Taming Web Application Evolution via Semantic Structure Change DetectionACM SRC
SRC - ACM Student Research Competition
Fei ShaoCase Western Reserve University
19:00
2h
Poster
Understanding the Challenges and Assisting Developers with Developing Spark ApplicationsACM SRC
SRC - ACM Student Research Competition
Zehao WangConcordia University, Montreal, Canada
Pre-print File Attached
19:00
2h
Poster
Automation and evaluation of mutation testing for the new C++ standardsACM SRC
SRC - ACM Student Research Competition
Miguel Ángel Álvarez-GarcíaUniversidad de Cádiz
Pre-print
19:00
2h
Poster
ProMal: Precise Window Transition Graphs for Android via Synergy of Program Analysis and Machine LearningACM SRC
SRC - ACM Student Research Competition
Changlin LiuCase Western Reserve University
19:00
2h
Poster
Microservice-based performance problem detection in Cyber-Physical System software updatesACM SRC
SRC - ACM Student Research Competition
19:00
2h
Poster
Please Don’t Go - Increasing Women’s Participation in Open Source SoftwareACM SRC
SRC - ACM Student Research Competition
Bianca TrinkenreichNorthern of Arizona Univeristy
Pre-print
19:00
2h
Poster
Explainable Bug Prediction for Code Changes: Are We There Yet?ACM SRC
SRC - ACM Student Research Competition
Reem AleithanYork University, Canada
19:00
2h
Poster
A Better Approach to Track the Evolution of Static Code WarningsACM SRC
SRC - ACM Student Research Competition
Pre-print File Attached