Projects per year
Personal profile
Biography
Prof Jian Yang is a Co-Director of Data Horizons research Centre and Deputy Director of Applied Artificial Intelligence Research Centre. She received her PhD in Data Integration from The Australian National University in 1995. Before she joined Macquarie University, she worked as an associate professor at Tilburg University, Netherlands (2000-2003), a senior research scientist at the Division of Mathematical and Information Science, CSIRO, Australia (1998-2000), and as a lecturer at Dept of Computer Science, The Australian Defence Force Academy, University of New South Wales (1993-1998).
She has been recognised among the Stanford/Elsevier Top 2% Scientists globally for her career-long impact, spanning from 2019 to 2024.
External positions
Director of Industry PhD Program at Digital Finance CRC 2003 -
Research interests
Prof Yang's current interests are: graph mining; trust, fake news detection, recommendation in social media; fraud detection; data fusion, data driven process analytics; service orineted computing; smart city; aging and aged care.
Her research has been supported by various sources: ARC Discovery, ARC Linkage, ARC LIEF, CRCs, Data61 CSIRO CRP, and EU six framework. Recent projects include: trust and spam detection in social media; grand truth discovery in web; fraud detection in finance and insurance; smart city; detection and early prediction for thyroid cancer; data fusion for medical data.
She has published papers in top international journals and conferences such as IEEE TKDE, TNNIS, TSC; ACM TOIS, TWeb; Information Systems, VLDBJ, CACM, VLDB, ICDE, SIGKDD, IJCAI, ICDM, WSDM, NuerIPS, ICDCS, ICSOC, ICWS, CAiSE, CIKM, etc.She is the founding member and steering committee chair of the prime international conference on service oriented computing (ICSOC). She was general chair and program committee chair of several international conferences such as ICSOC and BPM.
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Collaborations and top research areas from the last five years
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Transformation of Data to Data products for a Trusted Data-Driven Economy: Technology Innovation and Application
Yang, J., Beheshti, A., Wu, J., Zhang, W., Yarom, Y., Huang, Y., Gu, T., Sheng, M., McKenzie, J., Chen, P. & He, D.
24/05/23 → 30/07/27
Project: Research
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MQDRC: MQRC Consilience Macquarie University Data Research Centre
Yang, J., Selvadurai, N., Shang, H. & Sowman, P.
23/02/23 → 3/01/28
Project: Other
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DP230100899: New Graph Mining Technologies to Enable Timely Exploration of Social Events
1/01/23 → 31/12/25
Project: Research
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Intelligent Storytelling with Business Data
Beheshti, A., Sheng, M., Wu, J., Yang, J., Zhang, X., Alinejad Rokny, H. & Asghari, P.
3/11/22 → 1/01/27
Project: Research
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Scalable and Extensible Document intelligence Platform
Beheshti, A., Zhang, X., Mans, B., Wu, J., Liu, G., Sheng, M., Yang, J., Asadnia, M., Ghezelbash, D. & Simpson, M.
14/10/22 → 1/01/27
Project: Research
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BiF-AC: a bidirectional feedback actor-critic framework for UAV-UGV graph-based search and rescue operations
Cao, X., Luo, H., Wang, G., Xue, S., Yang, J., Wu, J. & Beheshti, A., 2025, Advanced Data Mining and Applications: 20th International Conference, ADMA 2024, Sydney, NSW, Australia, December 3–5, 2024, proceedings, part III. Sheng, Q. Z., Dobbie, G., Jiang, J., Zhang, X., Zhang, W. E., Manolopoulos, Y., Wu, J., Mansoor, W. & Ma, C. (eds.). Singapore: Springer, Springer Nature, p. 66-81 16 p. (Lecture Notes in Artificial Intelligence; vol. 15389).Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review
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Emotion graph augmentation for detecting fake news in online social networks
Su, X., Zhang, Y., Yang, J. & Wu, J., 2025, Advanced Data Mining and Applications: 20th International Conference, ADMA 2024, Sydney, NSW, Australia, December 3–5, 2024, proceedings, part III. Sheng, Q. Z., Dobbie, G., Jiang, J., Zhang, X., Zhang, W. E., Manolopoulos, Y., Wu, J., Mansoor, W. & Ma, C. (eds.). Singapore: Springer, Springer Nature, p. 50-65 16 p. (Lecture Notes in Computer Science; vol. 15389).Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review
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Generating high-quality symbolic music using fine-grained discriminators
Zhang, Z., Li, L., Zhang, J., Hu, Z., Wang, H., Yan, C., Yang, J. & Qi, Y., 2025, Pattern Recognition: 27th International Conference, ICPR 2024, Kolkata, India, December 1-5, 2024, proceedings, part XX. Antonacopoulos, A., Chaudhuri, S., Chellappa, R., Liu, C-L., Bhattacharya, S. & Pal, U. (eds.). Cham: Springer, Springer Nature, p. 332-344 13 p. (Lecture Notes in Computer Science; vol. 15320).Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review
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State of the art and potentialities of graph-level learning
Yang, Z., Zhang, G., Wu, J., Yang, J., Sheng, Q. Z., Xue, S., Zhou, C., Aggarwal, C., Peng, H., Hu, W., Hancock, E. & Liò, P., Feb 2025, In: ACM Computing Surveys. 57, 2, p. 1-40 40 p., 28.Research output: Contribution to journal › Article › peer-review
Open Access1 Citation (Scopus) -
A comprehensive survey on collaborative data-access enablers in the IIoT
Sun, D., Hu, J., Wu, H., Wu, J., Yang, J., Sheng, Q. Z. & Dustdar, S., Feb 2024, In: ACM Computing Surveys. 56, 2, p. 1-37 37 p., 50.Research output: Contribution to journal › Article › peer-review
12 Citations (Scopus)
Prizes
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Best Student Paper Awards for “FRAUDRE: Fraud Detection Dual-Resistant to Graph Inconsistency and Imbalance”
Zhang, Ge (Recipient), Wu, Jia (Recipient), Yang, Jian (Recipient), Beheshti, Amin (Recipient), Xue, Emma (Recipient), Zhou, Chuan (Recipient) & Sheng, Michael (Recipient), 2021
Prize
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ICPR 2024 Best Student Paper Award
Zhang, Zhedong (Recipient), Li, Liang (Recipient), Zhang, Jiehua (Recipient), Hu, Zhenghui (Recipient), Wang, Hongkui (Recipient), Yan, Chenggang (Recipient), Yang, Jian (Recipient) & Qi, Yuankai (Recipient), 2024
Prize
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Most Influential IJCAI2020 Paper Award for “Deep learning for community detection: Progress, challenges and opportunities”
Liu, Fanzhen (Recipient), Xue, Emma (Recipient), Wu, Jia (Recipient), Zhou, Chuan (Recipient), Hu, Wenbin (Recipient), Paris, Cecile (Recipient), Nepal, Surya (Recipient), Yang, Jian (Recipient) & Yu, Philip S. (Recipient), 2020
Prize