Projects per year
Personal profile
Biography
Yuan-Fang Li is a Senior Lecturer in the Department of Data Science & Artificial Intelligence (DS+AI), Faculty of Information Technology, Monash University. Yuan-Fang's research interests include knowledge graphs, ontology reasoning & knowledge representation, natural language processing, representation learning (embedding) of networks/graphs. Some of the research problems he works on include:
- Structural & temporal learning for hospital readmission risk prediction.
- Question generation from text & knowledge graphs.
- Complex question answering over knowledge graphs.
- Learning to improve ontology reasoning efficiency.
- Intuitive & scalable visualisation of non-hierarchy associations in large ontologies.
Related Links:
- More information can be found at Yuan Fang's personal homepage.
Monash teaching commitment
Dr Yuan-Fang Li has experience as the Chief Examiner for the following units in the Faculty of IT:
- FIT3013 Formal specification for software engineering
- FIT4002 Software engineering studio project
- FIT4004/FIT5171 System validation and verification, quality and standards
- FIT5138 Advanced Software Engineering
- FIT4008 Reading unit
- Minor thesis, Masters thesis and Honours thesis units
Dr Yuan-Fang has experience as the Lecturer for the following units in the Faculty of IT:
- FIT1010 Introduction to software engineering
- FIT3013 Formal specification for software engineering
- FIT4002 Software engineering studio project
- FIT4004/FIT5171 System validation and verification, quality and standards
- FIT5138 Advanced Software Engineering
- FIT4008 Reading unit
Education/Academic qualification
Computer Science, Doctor of Philosophy, National University of Singapore
Award Date: 18 Dec 2006
Computer Science, Bachelor of Computing (Honours), National University of Singapore
Award Date: 7 Aug 2002
Research area keywords
- Data management
- Knowledge Graphs
- Knowledge Representation
- Ontologies
- Semantic Web
- Software Engineering
- Natural language processing
Network
Recent external collaboration on country level. Dive into details by clicking on the dots.
Projects
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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.
The Defence Science and Technology Group
4/12/19 → 28/08/20
Project: Research
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Developing Water resource Vocabularies for Urban Water Balances
Li, Y., Cox, S. & Yu, J.
29/06/15 → 24/07/15
Project: Research
Research Output
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Gaussian embedding of large-scale attributed graphs
Hettige, B., Li, Y. F., Wang, W. & Buntine, W., 2020, Databases Theory and Applications : 31st Australasian Database Conference, ADC 2020 Melbourne, VIC, Australia, February 3–7, 2020 Proceedings. Borovica-Gajic, R., Qi, J. & Wang, W. (eds.). Cham Switzerland : Springer, p. 134-146 13 p. (Lecture Notes in Computer Science ; vol. 12008 ).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
1 Citation (Scopus) -
Generating question titles for Stack Overflow from mined code snippets
Gao, Z., Xia, X., Grundy, J., Lo, D. & Li, Y-F., 2020, In : ACM Transactions on Software Engineering and Methodology. 29, 4, 37 p., 26.Research output: Contribution to journal › Article › Research › peer-review
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Learning from the scene and borrowing from the rich: tackling the long tail in scene graph generation
He, T., Gao, L., Song, J., Cai, J. & Li, Y-F., 2020, Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence. Bessiere, C. (ed.). Marina del Rey CA USA: Association for the Advancement of Artificial Intelligence (AAAI), p. 587-593 7 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile -
MedGraph: structural and temporal representation learning of electronic medical records
Hettige, B., Wang, W., Li, Y-F., Le, S. & Buntine, W., 2020, ECAI Digital - 2020: 24th European Conference on Artificial Intelligence . De Giacomo, G., Catala, A., Dilkina, B., Milano, M., Barro, S., Bugarín, A. & Lang, J. (eds.). Amsterdam Netherlands: IOS Press, p. 1810-1817 8 p. 555. (Frontiers in Artificial Intelligence & Applications ; vol. 325).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile -
OntoPlot: a novel visualisation for non-hierarchical associations in large ontologies
Yang, Y., Wybrow, M., Li, Y. F., Czauderna, T. & He, Y., Jan 2020, In : IEEE Transactions on Visualization and Computer Graphics. 26, 1, p. 1140-1150 11 p., 8809833.Research output: Contribution to journal › Article › Research › peer-review
1 Citation (Scopus)
Prizes
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Best Student Paper Award
Li, Yuan-Fang (Recipient), Jan 2020
Prize: Prize (including medals and awards)
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Activities
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Information Sciences (Journal)
Yuan-Fang Li (Peer reviewer)
2020Activity: Publication peer-review and editorial work types › Peer review responsibility
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World Wide Web (Journal)
Yuan-Fang Li (Peer reviewer)
2020 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
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BMC Bioinformatics (Journal)
Yuan-Fang Li (Peer reviewer)
2019 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
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IEEE Transactions on Cybernetics (Journal)
Yuan-Fang Li (Peer reviewer)
2019 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
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Pattern Recognition (Journal)
Yuan-Fang Li (Peer reviewer)
2019 → …Activity: Publication peer-review and editorial work types › Peer review responsibility
Press / Media
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Healthcare efficiency: AI technology to reduce hospital readmissions
Bhagya Hettige, Teresa Wang, Yuan-Fang Li & Wray Buntine
11/05/20
1 item of Media coverage
Press/Media: Article/Feature