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Zhiquan Zhou 0001
Person information
- affiliation: Alibaba and Ant Group, Ant Z-Space, Hangzhou, China
- affiliation: University of Wollongong, School of Computing and Information Technology, NSW, Australia
- affiliation (PhD 2003): University of Hong Kong, Hong Kong
Other persons with the same name
- Zhiquan Zhou (aka: Zhi Quan Zhou, Zhi-Quan Zhou) — disambiguation page
- Zhiquan Zhou 0002
(aka: Zhi-quan Zhou 0002, Zhi-Quan Zhou 0002) — Shandong Provincial Key Laboratory of Marine Electronic Information and Intelligent Unmanned Systems, Weihai, China (and 2 more)
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2020 – today
- 2025
[j33]Yifan Zhang
, Tsong Yueh Chen
, Matthew Pike
, Dave Towey
, Zhihao Ying
, Zhi Quan Zhou
:
Enhancing autonomous driving simulations: A hybrid metamorphic testing framework with metamorphic relations generated by GPT. Inf. Softw. Technol. 187: 107828 (2025)
[j32]Zhihao Ying
, Dave Towey
, Anthony Graham Bellotti
, Zhi Quan Zhou
:
MRGS-ART: Metamorphic Relation and Group Selection Based on Adaptive Random Testing. Softw. Test. Verification Reliab. 35(1) (2025)
[j31]Rui Li
, Huai Liu
, Pak-Lok Poon
, Dave Towey
, Chang-Ai Sun
, Zheng Zheng
, Zhiquan Zhou
, Tsong Yueh Chen
:
Metamorphic Relation Generation: State of the Art and Research Directions. ACM Trans. Softw. Eng. Methodol. 34(5): 149:1-149:25 (2025)
[c52]Yifan Zhang
, Tsong Yueh Chen, Rubing Huang, Matthew Pike, Dave Towey
, Zhihao Ying, Zhi Quan Zhou:
Comparative Analysis of Styles in LLM-Generated Code for LeetCode Problems: A Preliminary Study. COMPSAC 2025: 1625-1630
[i3]Changze Huang, Di Wang, Zhi Quan Zhou:
LLM-Assisted Model-Based Fuzzing of Protocol Implementations. CoRR abs/2508.01750 (2025)- 2024
[j30]Zhihao Ying
, Dave Towey
, Anthony Graham Bellotti
, Tsong Yueh Chen
, Zhi Quan Zhou
:
SFIDMT-ART: A metamorphic group generation method based on Adaptive Random Testing applied to source and follow-up input domains. Inf. Softw. Technol. 175: 107528 (2024)
[j29]Xuedan Zheng, Mingyue Jiang
, Zhi Quan Zhou:
Boosting Metamorphic Relation Prediction via Code Representation Learning: An Empirical Study. Softw. Test. Verification Reliab. 34(6) (2024)
[j28]Yifan Zhang
, Dave Towey
, Matthew Pike
, Jia Cheng Han
, Zhi Quan Zhou
, Chenghao Yin, Qian Wang, Chen Xie:
Scenario-Driven Metamorphic Testing for Autonomous Driving Simulators. Softw. Test. Verification Reliab. 34(7) (2024)
[c51]Yifan Zhang
, Dave Towey
, Matthew Pike
, Zhi Quan Zhou, Tsong Yueh Chen
:
Enhancing ADS Testing: An Open Educational Resource for Metamorphic Testing. COMPSAC 2024: 138-147
[c50]Zhihao Ying
, Dave Towey
, Tsong Yueh Chen
, Zhi Quan Zhou:
MT-PART: Metamorphic-Testing-Based Adaptive Random Testing Through Partitioning. COMPSAC 2024: 1184-1193
[i2]Rui Li, Huai Liu, Pak-Lok Poon, Dave Towey, Chang-Ai Sun, Zheng Zheng, Zhi Quan Zhou, Tsong Yueh Chen
:
Metamorphic Relation Generation: State of the Art and Visions for Future Research. CoRR abs/2406.05397 (2024)- 2023
[j27]Muhammad Iqbal
, Jia Cheng Han
, Zhi Quan Zhou, Dave Towey
, Tsong Yueh Chen
:
Metamorphic testing of Advanced Driver-Assistance System (ADAS) simulation platforms: Lane Keeping Assist System (LKAS) case studies. Inf. Softw. Technol. 155: 107104 (2023)
[c49]Lin Miao, Dave Towey
, Yingrui Ma, Tsong Yueh Chen
, Zhi Quan Zhou:
Exploring Metamorphic Testing for Fake-News Detection Software: A Case Study. COMPSAC 2023: 912-923
[c48]Matthew Siu-Hin Tang, T. H. Tse
, Zhi Quan Zhou:
Detecting Hidden Failures of DBMS: A Comprehensive Metamorphic Relation Output Patterns Approach. COMPSAC 2023: 1768-1773- 2022
[j26]Yezi Xu, Zhi Quan Zhou
, Xiaoxia Zhang, Jing Wang, Mingyue Jiang
:
Metamorphic testing of named entity recognition systems: A case study. IET Softw. 16(4): 386-404 (2022)
[c47]Changze Huang, Hailian Zhou, Hongbing Zhao, Wenting Cai, Zhi Quan Zhou, Mingyue Jiang:
On the Usefulness of Crossover in Search-Based Test Case Generation: An Industrial Report. APSEC 2022: 417-421
[c46]Zhihao Ying
, Anthony Bellotti
, Dave Towey
, Tsong Yueh Chen
, Zhi Quan Zhou:
Using Metamorphic Relation Violation Regions to Support a Simulation Framework for the Process of Metamorphic Testing. COMPSAC 2022: 1722-1727
[c45]Yifan Zhang
, Matthew Pike
, Dave Towey
, Jia Cheng Han, Zhi Quan Zhou
:
Preparing Future SQA Professionals: An Experience Report of Metamorphic Exploration of an Autonomous Driving System. EDUCON 2022: 2121-2126
[c44]Zhi Quan Zhou, Junting Zhu, Tsong Yueh Chen
, Dave Towey
:
In-Place Metamorphic Testing and Exploration. MET@ICSE 2022: 1-6
[c43]Matthew Siu-Hin Tang
, T. H. Tse
, Zhi Quan Zhou:
A Disjoint-Partitioning Approach to Enhancing Metamorphic Testing of DBMS. ISSRE Workshops 2022: 130-131- 2021
[j25]Yelin Liu
, Zhi Quan Zhou
, Tsong Yueh Chen
, Yang Liu, Dave Towey
:
MTKeras: An Automated Metamorphic Testing Platform. Int. J. Softw. Eng. Knowl. Eng. 31(9): 1235-1249 (2021)
[j24]Liming Xu
, Dave Towey
, Andrew P. French
, Steve Benford
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Using metamorphic relations to verify and enhance Artcode classification. J. Syst. Softw. 182: 111060 (2021)
[j23]Mingyue Jiang
, Tsong Yueh Chen
, Zhi Quan Zhou
, Zuohua Ding
:
Input Test Suites for Program Repair: A Novel Construction Method Based on Metamorphic Relations. IEEE Trans. Reliab. 70(1): 285-303 (2021)
[j22]Zhi Quan Zhou
, Chen Liu
, Tsong Yueh Chen
, T. H. Tse
, Willy Susilo
:
Beating Random Test Case Prioritization. IEEE Trans. Reliab. 70(2): 654-675 (2021)
[j21]Zhi Quan Zhou
, T. H. Tse
, Matt Witheridge:
Metamorphic Robustness Testing: Exposing Hidden Defects in Citation Statistics and Journal Impact Factors. IEEE Trans. Software Eng. 47(6): 1164-1183 (2021)
[c42]Mingjia Zhang, Dave Towey
, Tsong Yueh Chen
, Zhi Quan Zhou
:
Metamorphic Testing for Block Ciphers. COMPSAC 2021: 1315-1320
[c41]Yingrui Ma, Dave Towey
, Tsong Yueh Chen
, Zhi Quan Zhou
:
Metamorphic Testing of Fake News Detection Software. COMPSAC 2021: 1508-1513
[c40]Zhirui Zhang, Dave Towey
, Zhihao Ying
, Yifan Zhang
, Zhi Quan Zhou
:
MT4NS: Metamorphic Testing for Network Scanning. MET@ICSE 2021: 17-23
[c39]Muhammad Iqbal
, Jia Cheng Han, Zhi Quan Zhou
, Dave Towey
:
Enhancing Euro NCAP Standards with Metamorphic Testing for Verification of Advanced Driver-Assistance Systems. MET@ICSE 2021: 37-41
[i1]Liming Xu, Dave Towey, Andrew P. French, Steve Benford, Zhi Quan Zhou, Tsong Yueh Chen:
Using Metamorphic Relations to Verify and Enhance Artcode Classification. CoRR abs/2108.02694 (2021)- 2020
[j20]Yun-Fei Jia, Zhi Quan Zhou
, Renbiao Wu
:
Software ageing process as an evolving dynamic system. IET Softw. 14(6): 702-710 (2020)
[j19]Sergio Segura, Dave Towey
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Metamorphic Testing: Testing the Untestable. IEEE Softw. 37(3): 46-53 (2020)
[j18]Zhi Quan Zhou
, Liqun Sun
, Tsong Yueh Chen
, Dave Towey
:
Metamorphic Relations for Enhancing System Understanding and Use. IEEE Trans. Software Eng. 46(10): 1120-1154 (2020)
[c38]Denis Stepanov, Dave Towey
, Tsong Yueh Chen
, Zhi Quan Zhou
:
A Virtual Reality OER Platform to Deliver Phobia-Motivated Experiences. COMPSAC 2020: 1528-1533
[c37]Jia Cheng Han, Zhi Quan Zhou
:
Metamorphic Fuzz Testing of Autonomous Vehicles. ICSE (Workshops) 2020: 380-385
[c36]Yelin Liu
, Yang Liu, Tsong Yueh Chen
, Zhi Quan Zhou
:
A Testing Tool for Machine Learning Applications. ICSE (Workshops) 2020: 386-387
[c35]Dickson T. S. Lee, Zhi Quan Zhou
, T. H. Tse:
Metamorphic Robustness Testing of Google Translate. ICSE (Workshops) 2020: 388-395
[c34]Darryl Jarman, Riley Smith, Owen Johnston, Dave Towey
, Zhi Quan Zhou
:
ARCAMETES: A Learning Approach for Metamorphic Exploration and Testing. ICSE (Workshops) 2020: 396-403
2010 – 2019
- 2019
[j17]Zhi Quan Zhou
, Liqun Sun:
Metamorphic testing of driverless cars. Commun. ACM 62(3): 61-67 (2019)
[c33]Sergio Segura, Dave Towey
, Zhi Quan Zhou
, Tsong Yueh Chen
:
An Extended Abstract of "Metamorphic Testing: Testing the Untestable". COMPSAC (1) 2019: 209-210
[c32]Chaohua Wu, Liqun Sun, Zhi Quan Zhou
:
The impact of a dot: case studies of a noise metamorphic relation pattern. MET@ICSE 2019: 17-23
[c31]Sen Yang
, Dave Towey
, Zhi Quan Zhou
:
Metamorphic exploration of an unsupervised clustering program. MET@ICSE 2019: 48-54
[c30]Owen Johnston, Darryl C. Jarman, Jeffrey Berry
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Metamorphic relations for detection of performance anomalies. MET@ICSE 2019: 63-69
[c29]Boyang Yan, Brian Yecies
, Zhi Quan Zhou
:
Metamorphic relations for data validation: a case study of translated text messages. MET@ICSE 2019: 70-75
[c28]Sen Yang
, Dave Towey
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Preparing Software Quality Assurance Professionals: Metamorphic Exploration for Machine Learning. TALE 2019: 1-7- 2018
[j16]Tsong Yueh Chen
, Fei-Ching Kuo, Huai Liu
, Pak-Lok Poon
, Dave Towey
, T. H. Tse
, Zhi Quan Zhou
:
Metamorphic Testing: A Review of Challenges and Opportunities. ACM Comput. Surv. 51(1): 4:1-4:27 (2018)
[j15]Elmin Selay, Zhi Quan Zhou
, Tsong Yueh Chen
, Fei-Ching Kuo:
Adaptive Random Testing in Detecting Layout Faults of Web Applications. Int. J. Softw. Eng. Knowl. Eng. 28(10): 1399-1428 (2018)
[j14]Zhi Quan Zhou
, Arnaldo Sinaga
, Willy Susilo
, Lei Zhao, Kai-Yuan Cai:
A cost-effective software testing strategy employing online feedback information. Inf. Sci. 422: 318-335 (2018)
[j13]Zhi Quan Zhou
, Dave Towey
, Pak-Lok Poon, T. H. Tse
:
Introduction to the special issue on test oracles. J. Syst. Softw. 136: 187 (2018)
[c27]Zhi Quan Zhou
, Liqun Sun:
Metamorphic Testing for Machine Translations: MT4MT. ASWEC 2018: 96-100
[c26]Zhenyu Wang, Dave Towey
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Metamorphic Testing for Adobe Analytics Data Collection JavaScript Library. MET@ICSE 2018: 34-37
[c25]Daniel Pesu, Zhi Quan Zhou
, Jingfeng Zhen, Dave Towey
:
A Monte Carlo Method for Metamorphic Testing of Machine Translation Services. MET@ICSE 2018: 38-45
[c24]Liming Xu, Dave Towey
, Andrew P. French, Steve Benford
, Zhi Quan Zhou
, Tsong Yueh Chen
:
Enhancing Supervised Classifications with Metamorphic Relations. MET@ICSE 2018: 46-53
[c23]Sergio Segura, Zhi Quan Zhou
:
Metamorphic testing 20 years later: a hands-on introduction. ICSE (Companion Volume) 2018: 538-539
[d2]Zhi Quan Zhou, Liqun Sun, Tsong Yueh Chen, Dave Towey:
Data from: "Metamorphic Relations for Enhancing System Understanding and Use," IEEE Transactions on Software Engineering. IEEE DataPort, 2018
[d1]Daniel Pesu, Zhi Quan Zhou
, Jingfeng Zhen, Dave Towey
:
Accompanying dataset for: A Monte Carlo Method for Metamorphic Testing of Machine Translation Services. Zenodo, 2018
- 2017
[c22]Zhi Quan Zhou:
Metamorphic Testing: Beyond Testing Numerical Computations. MET@ICSE 2017: 2
[c21]Darryl C. Jarman, Zhi Quan Zhou
, Tsong Yueh Chen
:
Metamorphic Testing for Adobe Data Analytics Software. MET@ICSE 2017: 21-27- 2016
[j12]Tsong Yueh Chen
, Fei-Ching Kuo, Wenjuan Ma, Willy Susilo
, Dave Towey
, Jeffrey M. Voas, Zhi Quan Zhou
:
Metamorphic Testing for Cybersecurity. Computer 49(6): 48-55 (2016)
[j11]Zhi Quan Zhou
, Shaowen Xiang, Tsong Yueh Chen
:
Metamorphic Testing for Software Quality Assessment: A Study of Search Engines. IEEE Trans. Software Eng. 42(3): 264-284 (2016)
[c20]Ayu Saraswati, Markus Hagenbuchner, Zhi Quan Zhou
:
High Resolution SOM Approach to Improving Anomaly Detection in Intrusion Detection Systems. Australasian Conference on Artificial Intelligence 2016: 191-199
[c19]Dave Towey
, Tsong Yueh Chen
, Fei-Ching Kuo, Huai Liu, Zhi Quan Zhou
:
Metamorphic testing: A new student engagement approach for a new software testing paradigm. TALE 2016: 218-225- 2015
[j10]Tsong Yueh Chen
, Fei-Ching Kuo, Dave Towey
, Zhi Quan Zhou
:
A revisit of three studies related to random testing. Sci. China Inf. Sci. 58(5): 1-9 (2015)
[j9]Yun-Fei Jia, Zhi Quan Zhou
, Ke-Xian Xue, Lei Zhao, Kai-Yuan Cai:
Using Neural Networks to Forecast Available System Resources: An Approach and Empirical Investigation. Int. J. Softw. Eng. Knowl. Eng. 25(4): 781-802 (2015)- 2014
[c18]Elmin Selay, Zhi Quan Zhou
, Jingjie Zou:
Adaptive Random Testing for Image Comparison in Regression Web Testing. DICTA 2014: 1-7
[c17]Mingyue Jiang, Tsong Yueh Chen, Fei-Ching Kuo, Zhi Quan Zhou, Zuohua Ding:
Testing Model Transformation Programs using Metamorphic Testing. SEKE 2014: 94-99- 2013
[c16]Yuxiang Cao, Zhi Quan Zhou
, Tsong Yueh Chen
:
On the Correlation between the Effectiveness of Metamorphic Relations and Dissimilarities of Test Case Executions. QSIC 2013: 153-162
[c15]Elmin Ibrahimov, Jixing Wang, Zhi Quan Zhou
:
Similarity-Based Search for Model Checking: A Pilot Study with Java PathFinder. QSIC 2013: 238-244- 2012
[j8]Qinghua Lu, Phillip John McKerrow, Zhi Quan Zhou
:
Design and Performance of a Minimal Real-Time Operating System in a Safe Language: Experience with Java on the Sun SPOT. J. Softw. 7(8): 1835-1844 (2012)
[j7]Zhi Quan Zhou
, Shujia Zhang, Markus Hagenbuchner
, T. H. Tse
, Fei-Ching Kuo, Tsong Yueh Chen
:
Automated functional testing of online search services. Softw. Test. Verification Reliab. 22(4): 221-243 (2012)
[c14]Zhi Quan Zhou
, Arnaldo Sinaga
, Willy Susilo
:
On the Fault-Detection Capabilities of Adaptive Random Test Case Prioritization: Case Studies with Large Test Suites. HICSS 2012: 5584-5593
[c13]Xin Feng, Simon Marr, Tony O'Callaghan, Zhi Quan Zhou
, Jacques Carette
:
Function Substitution: Towards Constraint Solving in Software Testing. QSIC 2012: 31-40
[c12]Tsong Yueh Chen
, Fei-Ching Kuo, Dave Towey
, Zhi Quan Zhou
:
Metamorphic Testing: Applications and Integration with Other Methods: Tutorial Synopsis. QSIC 2012: 285-288- 2011
[j6]Tsong Yueh Chen, Dehao Huang, Zhi Quan Zhou:
On Adaptive Random Testing Through Iterative Partitioning. J. Inf. Sci. Eng. 27(4): 1449-1472 (2011)
[j5]Tsong Yueh Chen
, T. H. Tse
, Zhi Quan Zhou
:
Semi-Proving: An Integrated Method for Program Proving, Testing, and Debugging. IEEE Trans. Software Eng. 37(1): 109-125 (2011)- 2010
[j4]Fei-Ching Kuo, Zhi Quan Zhou
, Jun Ma, Guangquan Zhang:
Metamorphic testing of decision support systems: a case study. IET Softw. 4(4): 294-301 (2010)
[c11]Zhi Quan Zhou
:
Using Coverage Information to Guide Test Case Selection in Adaptive Random Testing. COMPSAC Workshops 2010: 208-213
2000 – 2009
- 2009
[c10]Zhi Quan Zhou
, Arnaldo Sinaga
, Lei Zhao, Willy Susilo
, Kai-Yuan Cai:
Improving Software Testing Cost-Effectiveness through Dynamic Partitioning. QSIC 2009: 249-258- 2007
[j3]Tsong Yueh Chen
, Fei-Ching Kuo, Zhi Quan Zhou
:
On Favourable Conditions for Adaptive Random Testing. Int. J. Softw. Eng. Knowl. Eng. 17(6): 805-825 (2007)
[c9]Fei-Ching Kuo, Kwan Yong Sim, Chang-Ai Sun, Sau-Fun Tang, Zhi Quan Zhou:
Enhanced Random Testing for Programs with High Dimensional Input Domains. SEKE 2007: 135-140- 2006
[c8]Tsong Yueh Chen
, Dehao Huang, Zhi Quan Zhou
:
Adaptive Random Testing Through Iterative Partitioning. Ada-Europe 2006: 155-166- 2005
[j2]Tsong Yueh Chen, Fei-Ching Kuo, Zhi Quan Zhou:
An effective testing method for end-user programmers. ACM SIGSOFT Softw. Eng. Notes 30(4): 1-5 (2005)
[c7]Tsong Yueh Chen
, Fei-Ching Kuo, Zhi Quan Zhou
:
An effective testing method for end-user programmers. WEUSE@ICSE 2005: 1:1-1:5
[c6]Tsong Yueh Chen
, Fei-Ching Kuo, Zhi Quan Zhou
:
Teaching Automated Test Case Generation. QSIC 2005: 327-333
[c5]Tsong Yueh Chen, Fei-Ching Kuo, Zhi Quan Zhou:
On the Relationships between the Distribution of Failure-Causing Inputs and Effectiveness of Adaptive Random Testing. SEKE 2005: 306-311- 2003
[b1]Zhiquan Zhou:
Verification of program properties: from testing to semi-proving. University of Hong Kong, 2003
[j1]Tsong Yueh Chen
, T. H. Tse
, Zhi Quan Zhou
:
Fault-based testing without the need of oracles. Inf. Softw. Technol. 45(1): 1-9 (2003)
[c4]Tsong Yueh Chen
, Fei-Ching Kuo, T. H. Tse
, Zhi Quan Zhou
:
Metamorphic Testing and Beyond. STEP 2003: 94-100- 2002
[c3]Tsong Yueh Chen, T. H. Tse
, Zhiquan Zhou:
Semi-proving: an integrated method based on global symbolic evaluation and metamorphic testing. ISSTA 2002: 191-195- 2001
[c2]Tsong Yueh Chen, T. H. Tse
, Zhiquan Zhou:
Fault-Based Testing in the Absence of an Oracle. COMPSAC 2001: 172-- 2000
[c1]T. H. Tse
, Zhiquan Zhou
, Tsong Yueh Chen
:
Testing of Large Number Multiplication Functions in Cryptographic Systems. APAQS 2000: 89-98
Coauthor Index

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