Projects per year
Personal profile
Biography
Shirui Pan is currently an ARC Future Fellow and a Senior Lecturer with the Faculty of Information Technology, Monash University, Australia.
Shirui has made contributions to advance graph machine learning methods for solving hard AI problems for real-life applications, including graph classification, anomaly detection, recommender systems, and multivariate time series forecasting. His research has been published in top conferences and journals including NeurIPS, ICML, KDD, TPAMI, TNNLS, and TKDE.
Shirui is recognised as one of the AI 2000 AAAI/IJCAI Most Influential Scholars in Australia (2021). He is an awardee of a prestigious Future Fellowship (2021-2025), one of the most competitive grants from the Australian Research Council (ARC).
Research interests
Dr Pan's research interests include
- data mining
- machine learning
- deep learning
- graph and network analytics
- NLP
To date, Dr Pan has published over 100 research papers in top-tier journals and conferences, including the IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IEEE Transactions on Knowledge and Data Engineering (TKDE), IEEE Transactions on Cybernetics (TCYB), NeurIPS, KDD, ICML, WWW, CVPR, ICDE, AAAI, IJCAI, ICDM, SDM, PAKDD.
More information about his research can be found at https://shiruipan.github.io/.
Monash teaching commitment
Dr Pan is the Director of Master of AI at Monash since 2022.
Dr Pan lectured the following unit(s) at Monash University
- FIT5196 Data Wrangling
- FIT5212 Data Analysis for Semi-structured Data
Community service
Dr Pan regularly serves as an Associate Editor, Session Chair, Invited Reviewer, Program Committee Member for a number of journals and conferences. His professional services include:
Editorship
- Guest Editor: IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
- Guest Editor: Future Generation Computing Systems
- Guest Editor: Complexity
- Guest Editor: Neurocomputing
Conference Organisation
- Special Session Chair: Learning from Big Graph Data: Theory and Applications, IJCNN-2018 (CORE A)
- Special Session Chair: Advanced Data Analytics for Large-scale Complex Data Environment, IJCNN- 2017 (CORE A)
- Special Session Chair: Advanced Machine Learning Methods and Applications from Complicated Data Environment, IJCNN-2016 (CORE A)
Journal Reviewer
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) (CORE A*)
- IEEE Transactions on Neural Networks and Learning Systems (TNNLS) (CORE A*)
- IEEE Transactions on Knowledge and Data Engineering (TKDE)((CORE A)
- IEEE Transactions on Cybernetics (TCYB) (CORE A)
- IEEE Transactions on Systems, Man and Cybernetics: Systems (SMCA) (CORE B)
- Pattern Recognition (PR) (CORE A*)
- Information Sciences (CORE A)
- IEEE Signal Processing Letters
- ACM Transactions on Intelligent Systems and Technology (TIST)
- World Wide Web (WWW) (CORE A)
- Social Network Analysis and Mining
- Neural Computing and Applications
- Neurocomputing
Program Committee
- Annual Conference on Neural Information Processing Systems (NeurIPS 20,19)(CORE A*)
- SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-20,19)(CORE A*)
- The Web Conference (WWW-20,19)(CORE A*)
- AAAI Conference on Artificial Intelligence (AAAI-20,19,18,17) (CORE A*)
- International Joint Conference on Artificial Intelligence (IJCAI-20, 19, 18,17) (CORE A*)
- SIAM International Conference on Data Mining (SDM-19) (CORE A)
- Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-19,18,17,16)((CORE A)
- IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2014-15)
- International Conference on Advanced Data Mining and Applications (ADMA 2014, 2016)
- The international conference on Advances in Social Network Analysis and Mining (ASONAM 2017)
- The China Computer Federation (CCF) Conference on Big Data (CCF Big Data 2017)
Research area keywords
- Data Mining
- Machine Learning
- Deep Learning
- Artificial intelligence
- Network Analysis
- Graph embedding
- Natural Language Processing
Network
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RACE for 2030: Reliable Affordable Clean Energy for 2030 Cooperative Research Centre (RACE for 2030 CRC)
Beins, D., Liebman, A., Bahrani, B., Leroux, A., Kraal, D., Razzaghi, R., Strengers, Y., Goodwin, S., Pink, S., Rudolph, C., Raven, R., Bergmeir, C., Saunderson, J., Leslie, G., Gangadharan, L., Islam, A., Wang, L. C., Ward, M., Xiao, E., Wallace, M., Tack, G., Stuckey, P., Li, Y., Pan, S., de Nijs, F., Buckingham, E., Denis-Ryan, A., Ens, B., Dargaville, R., Chang, X., Yu, J., White, S., Zlatanov, N., Hyndman, R., Panagiotelis, A. & Athanasopoulos, G.
1/07/20 → 30/06/31
Project: Research
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Intelligent process control based on large-scale data mining and deep reinforcement learning
Pan, S. & Chang, X.
Metso Outotec Oy, Outotec Pty Ltd
1/07/20 → 30/06/23
Project: Research
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Reasoning under Uncertainty with Natural Language (2)
Li, Y., Haffari, R., Chang, X., Wang, T. & Pan, S.
1/06/20 → 30/06/22
Project: Research
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Reasoning under Uncertainty with Natural Language
Li, Y., Haffari, R., Chang, X., Wang, T. & Pan, S.
Defence Science and Technology Group (DST) (Australia)
4/12/19 → 28/08/20
Project: Research
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A comprehensive survey on graph neural networks
Wu, Z., Pan, S., Chen, F., Long, G., Zhang, C. & Yu, P. S., Jan 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 1, p. 4-24 21 p.Research output: Contribution to journal › Article › Research › peer-review
654 Citations (Scopus) -
A survey on knowledge graphs: representation, acquisition, and applications
Ji, S., Pan, S., Cambria, E., Marttinen, P. & Yu, P. S., Feb 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 2, p. 494-514 21 p.Research output: Contribution to journal › Article › Research › peer-review
70 Citations (Scopus) -
One-shot neural architecture search: maximising diversity to overcome catastrophic forgetting
Zhang, M., Li, H., Pan, S., Chang, X., Zhou, C., Ge, Z. & Su, S., 3 Nov 2020, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 14 p.Research output: Contribution to journal › Article › Research › peer-review
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Learning graph embedding with adversarial training methods
Pan, S., Hu, R., Fung, S-F., Long, G., Jiang, J. & Zhang, C., Jun 2020, In: IEEE Transactions on Cybernetics. 50, 6, p. 2475-2487 13 p.Research output: Contribution to journal › Article › Research › peer-review
48 Citations (Scopus) -
Connecting the dots: multivariate time series forecasting with graph neural networks
Wu, Z., Pan, S., Long, G., Jiang, J., Chang, X. & Zhang, C., Aug 2020, Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. Tang, J. & Aditya Prakash, B. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 753–763 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Prizes
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AI 2000 AAAI/IJCAI Most Influential Scholars Honorable Mention
Pan, Shirui (Recipient), Apr 2021
Prize: National/international honour
-
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FIT Dean’s Award for Excellence in Research by an Early Career Researcher
Pan, Shirui (Recipient), 2021
Prize: Prize (including medals and awards)
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ICDM 2020 Best Student Paper Award
Wu, M. (Recipient), Pan, Shirui (Recipient) & Zhu, X. (Recipient), 2020
Prize: Prize (including medals and awards)
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NeurIPS
Shirui Pan (Member of programme committee)
10 Dec 2019 → 14 Dec 2019Activity: Participating in or organising an event types › Contribution to conference
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IEEE Access (Journal)
Shirui Pan (Guest editor)
1 May 2019 → 31 Dec 2019Activity: Publication peer-review and editorial work types › Editorial responsibility
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2018 International Joint Conference on Neural Networks, IJCNN 2018
Shirui Pan (Session chair)
8 Jul 2018 → 13 Jul 2018Activity: Participating in or organising an event types › Contribution to conference
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International Joint Conference on Artificial Intelligence 2018
Shirui Pan (Member of programme committee)
13 Jul 2018 → 19 Jul 2018Activity: Participating in or organising an event types › Contribution to conference
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AAAI Conference on Artificial Intelligence 2018
Shirui Pan (Member of programme committee)
2 Feb 2018 → 7 Feb 2018Activity: Participating in or organising an event types › Contribution to conference