ASE 2020 (series) / Doctoral Symposium /
Towards Robust Production Machine Learning Systems: Managing Dataset Shift
Mon 21 Sep 2020 10:15 - 10:37 at Kangaroo - DS: Presentation 1 Chair(s): Massimiliano Di Penta
Tue 22 Sep 2020 11:00 - 11:05 at Koala - LBR + DS Poster (1) Chair(s): Kevin Lee
Tue 22 Sep 2020 11:00 - 11:05 at Koala - LBR + DS Poster (1) Chair(s): Kevin Lee
The advances in machine learning(ML) have stimulated the integration of their capabilities into software systems and services. However, there is a tangible gap between software engineering and machine learning practices, that is delaying the progress of intelligent services development. Software organisations are devoting effort to adjust the software engineering processes and practices to facilitate the integration of machine learning models. Machine learning researchers as well are focusing on improving the interpretability of machine learning models to support overall system robustness. Our research focuses on bridging this gap through a methodology that evaluates the robustness of machine learning-enabled software engineering systems. In particular, this methodology will automate the evaluation of the robustness properties of software systems against dataset shift problems in ML. It will also feature a notification mechanism that facilitates the debugging of ML components.
Mon 21 SepDisplayed time zone: (UTC) Coordinated Universal Time change
Mon 21 Sep
Displayed time zone: (UTC) Coordinated Universal Time change
10:15 - 11:00 | DS: Presentation 1Doctoral Symposium at Kangaroo Chair(s): Massimiliano Di Penta University of Sannio, Italy | ||
10:15 22mTalk | Towards Robust Production Machine Learning Systems: Managing Dataset Shift Doctoral Symposium Hala Abdelkader Applied Artificial Intelligence Institute, Deakin University | ||
10:37 22mTalk | Using Defect Prediction to Improve the Bug Detection Capability of Search-Based Software Testing Doctoral Symposium Anjana Perera Monash University DOI Pre-print | ||
Tue 22 SepDisplayed time zone: (UTC) Coordinated Universal Time change
Tue 22 Sep
Displayed time zone: (UTC) Coordinated Universal Time change
10:20 - 11:20 | LBR + DS Poster (1)Late Breaking Results / Doctoral Symposium at Koala Chair(s): Kevin Lee Deakin University | ||
10:20 5mPoster | Efficient Multiplex Symbolic Execution with Adaptive Search Strategy Late Breaking Results Tianqi Zhang National University of Defense Technology, Yufeng Zhang College of Information Science and Engineering, Hunan University, Zhenbang Chen College of Computer, National University of Defense Technology, Changsha, PR China, Ziqi Shuai National University of Defense Technology, Ji Wang National University of Defense Technology | ||
10:25 5mPoster | Styx: A Data-Oriented Mutation Framework to Improve the Robustness of DNN Late Breaking Results Meixi Liu National University of Defense Technology, Changsha, China, Weijiang Hong National University of Defense Technology, Changsha, China, Weiyu Pan National University of Defense Technology, Changsha, China, Chendong Feng College of Computer, National University of Defense Technology, Changsha, China, Zhenbang Chen College of Computer, National University of Defense Technology, Changsha, PR China, Ji Wang National University of Defense Technology | ||
10:30 5mPoster | Synthesizing Smart Solving Strategy for Symbolic Execution Late Breaking Results Zehua Chen National University of Defense Technology, Zhenbang Chen College of Computer, National University of Defense Technology, Changsha, PR China, Ziqi Shuai National University of Defense Technology, Yufeng Zhang College of Information Science and Engineering, Hunan University, Weiyu Pan National University of Defense Technology, Changsha, China | ||
10:35 5mPoster | Privacy Assessment of Android Clipboard Late Breaking Results Wei (Zach) Wang The University of Adelaide, Ruoxi Sun The University of Adelaide, Jason Minhui Xue The University of Adelaide, Damith C. Ranasinghe The University of Adelaide DOI | ||
10:40 5mPoster | The Symptom, Cause and Repair of Workaround Late Breaking Results Daohan Song Shanghai Jiao Tong University, Hao Zhong Shanghai Jiao Tong University, Li Jia Shanghai Jiao Tong University | ||
10:45 5mPoster | Edge4Sys: A Device-Edge Collaborative Framework for MEC based Smart Systems Late Breaking Results Han Gao School of Computer Science and Technology, Anhui University, Yi Xu School of Computer Science and Technology, Anhui University, Xiao Liu School of Information Technology, Deakin University, Jia Xu School of Computer Science and Technology, Anhui University, Tianxiang Chen School of Computer Science and Technology, Anhui University, Bowen Zhou School of Computer Science and Technology, Anhui University, Rui Li School of Information Technology, Deakin University, Xuejun Li School of Computer Science and Technology, Anhui University | ||
10:50 5mPoster | Towards Immersive Comprehension of Software Systems Using Augmented Reality - An Empirical Evaluation Late Breaking Results Rohit Mehra Accenture Labs, India, Vibhu Saujanya Sharma Accenture Labs, Bangalore, India, Vikrant Kaulgud Accenture Labs, India, Sanjay Podder Accenture, Adam P. Burden Accenture | ||
10:55 5mPoster | Towards Programming and Verification for Activity-Oriented Smart Home Systems Late Breaking Results Xuansong Li School of Computer Science and Engineering, Nanjing University of Science and Technology, Wei Song School of Computer Science and Engineering, Nanjing University of Science and Technology, Xiangyu Zhang Purdue University, USA | ||
11:00 5mTalk | Towards Robust Production Machine Learning Systems: Managing Dataset Shift Doctoral Symposium Hala Abdelkader Applied Artificial Intelligence Institute, Deakin University | ||
11:05 5mTalk | Using Defect Prediction to Improve the Bug Detection Capability of Search-Based Software Testing Doctoral Symposium Anjana Perera Monash University DOI Pre-print | ||