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ICSE 2022
Sun 8 - Fri 27 May 2022
Mon 9 May 2022 21:10 - 21:15 at ICSE room 2-odd hours - Reliability and Safety 4 Chair(s): Jonathan Sillito
Fri 13 May 2022 11:05 - 11:10 at ICSE room 1-odd hours - Reliability and Safety 6 Chair(s): Pasqualina Potena

Big data SQL analytics platform has evolved as the key infrastructure for business data analysis. Compared with traditional costly commercial RDBMS, scalable solutions with open-source projects, such as SQL-on-Hadoop, are more popular and attractive to enterprises. In eBay, we build Carmel, a company-wide interactive SQL analytics platform based on Apache Spark. Carmel has been serving thousands of customers from hundreds of teams globally for more than 3 years. Meanwhile, despite the popularity of open-source based big data SQL analytic platforms, to the best of our knowledge, few empirical studies on quality issues were carried out for them. However, a deep understanding of quality issues and taking right mitigation are significant to the ease of manual maintenance efforts. To fill this gap, we conduct a comprehensive empirical study on 1,884 real-word quality issues from Carmel. We summarize the common symptoms, and identify the root causes with typical cases. Stakeholders including system developers, researchers, and platform maintainers can benefit from our findings and implications. Furthermore, we also present lessons learned from critical cases in our daily practice, as well as insights to motivate automatic tool support and future research directions.

Mon 9 May

Displayed time zone: Eastern Time (US & Canada) change

21:00 - 22:00
21:00
5m
Talk
Are We Training with The Right Data? Evaluating Collective Confidence in Training Data using Dempster Shafer Theory
NIER - New Ideas and Emerging Results
Sangeeta Dey Ajou University, Seok-Won Lee Ajou University
Pre-print Media Attached
21:05
5m
Talk
Automating Staged Rollout with Reinforcement Learning
NIER - New Ideas and Emerging Results
Shadow Pritchard University of Tulsa, Vidhyashree Nagaraju University of Tulsa, Lance Fiondella University of Massachusetts Dartmouth
Pre-print File Attached
21:10
5m
Talk
An Empirical Study on Quality Issues of eBay's Big Data SQL Analytics Platform
SEIP - Software Engineering in Practice
Feng Zhu ebay.Inc, Lijie Xu Institute of Software, Chinese Academy of Sciences, Gang Ma ebay.Inc, Shuping Ji University of Toronto, Jie Wang Peking University, China / Ant Group, China / Alibaba Group, China, Gang Wang ebay.Inc, Hongyi Zhang ebay.Inc, Kun Wan ebay.Inc, Mingming Wang ebay.Inc, Xingchao Zhang ebay.Inc, Yuming Wang ebay.Inc, Jingpin Li ebay.Inc
DOI Pre-print
21:15
5m
Talk
PerfSig: Extracting Performance Bug Signatures via Multi-modality Causal Analysis
Technical Track
Jingzhu He ShanghaiTech University, Yuhang Lin North Carolina State University, Xiaohui Gu North Carolina State University, Chin-Chia Michael Yeh Visa Research, Zhongfang Zhuang Visa Research
DOI Pre-print Media Attached
21:20
5m
Talk
TOGA: A Neural Method for Test Oracle GenerationDistinguished Paper Award
Technical Track
Elizabeth Dinella , Gabriel Ryan Columbia University, USA, Todd Mytkowicz Microsoft Research, Shuvendu K. Lahiri Microsoft Research
DOI Pre-print Media Attached
21:25
5m
Talk
Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning
Technical Track
Renjue Li Institute of Software at Chinese Academy of Sciences, China, Pengfei Yang Institute of Software at Chinese Academy of Sciences, China, Cheng-Chao Huang Nanjing Institute of Software Technology, ISCAS, Youcheng Sun The University of Manchester, Bai Xue Institute of Software at Chinese Academy of Sciences, China, Lijun Zhang Institute of Software, Chinese Academy of Sciences
Pre-print Media Attached

Fri 13 May

Displayed time zone: Eastern Time (US & Canada) change

11:00 - 12:00
11:00
5m
Talk
Automating Staged Rollout with Reinforcement Learning
NIER - New Ideas and Emerging Results
Shadow Pritchard University of Tulsa, Vidhyashree Nagaraju University of Tulsa, Lance Fiondella University of Massachusetts Dartmouth
Pre-print File Attached
11:05
5m
Talk
An Empirical Study on Quality Issues of eBay's Big Data SQL Analytics Platform
SEIP - Software Engineering in Practice
Feng Zhu ebay.Inc, Lijie Xu Institute of Software, Chinese Academy of Sciences, Gang Ma ebay.Inc, Shuping Ji University of Toronto, Jie Wang Peking University, China / Ant Group, China / Alibaba Group, China, Gang Wang ebay.Inc, Hongyi Zhang ebay.Inc, Kun Wan ebay.Inc, Mingming Wang ebay.Inc, Xingchao Zhang ebay.Inc, Yuming Wang ebay.Inc, Jingpin Li ebay.Inc
DOI Pre-print
11:10
5m
Talk
PReach: A Heuristic for Probabilistic Reachability to Identify Hard to Reach Statements
Technical Track
Seemanta Saha University of California Santa Barbara, Mara Downing University of California, Santa Barbara, Tegan Brennan , Tevfik Bultan University of California, Santa Barbara
Pre-print Media Attached
11:15
5m
Talk
DeepStability: A Study of Unstable Numerical Methods and Their Solutions in Deep Learning
Technical Track
Eliska Kloberdanz Iowa State University, Kyle Kloberdanz Cape Privacy, Wei Le Iowa State University
Pre-print Media Attached
11:20
5m
Talk
If a Human Can See It, So Should Your System: Reliability Requirements for Machine Vision Components
Technical Track
Boyue Caroline Hu University of Toronto, Lina Marsso University of Toronto, Krzysztof Czarnecki University of Waterloo, Canada, Rick Salay University of Toronto, Huakun Shen University of Toronto, Marsha Chechik University of Toronto
DOI Pre-print Media Attached
11:25
5m
Talk
TOGA: A Neural Method for Test Oracle GenerationDistinguished Paper Award
Technical Track
Elizabeth Dinella , Gabriel Ryan Columbia University, USA, Todd Mytkowicz Microsoft Research, Shuvendu K. Lahiri Microsoft Research
DOI Pre-print Media Attached

Information for Participants
Mon 9 May 2022 21:00 - 22:00 at ICSE room 2-odd hours - Reliability and Safety 4 Chair(s): Jonathan Sillito
Info for room ICSE room 2-odd hours:

Click here to go to the room on Midspace

Fri 13 May 2022 11:00 - 12:00 at ICSE room 1-odd hours - Reliability and Safety 6 Chair(s): Pasqualina Potena
Info for room ICSE room 1-odd hours:

Click here to go to the room on Midspace