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
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
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
Developing Water resource Vocabularies for Urban Water Balances
Li, Y., Cox, S. & Yu, J.
29/06/15 → 24/07/15
Project: Research
Research Output
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)
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
Robust Attribute and Structure preserving graph Embedding
Hettige, B., Wang, W., Li, Y. F. & Buntine, W., 2020, Advances in Knowledge Discovery and Data Mining: 24th Pacific-Asia Conference, PAKDD 2020 Singapore, May 11–14, 2020 Proceedings, Part II. Lauw, H. W., Wong, R. C-W., Ntoulas, A., Lim, E-P., Ng, S-K. & Pan, S. J. (eds.). Cham Switzerland: Springer, p. 593-606 14 p. (Lecture Notes in Computer Science ; vol. 12085 ).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open Access
File
Understanding and improving ontology reasoning efficiency through learning and ranking
Kang, Y-B., Krishnaswamy, S., Sawangphol, W., Gao, L. & Li, Y-F., 1 Jan 2020, In : Information Systems. 87, 17 p., 101412.Research output: Contribution to journal › Article › Research › peer-review
Open Access
File
A survey on the use of access permission-based specifications for program verification
Sadiq, A., Li, Y. F. & Ling, S., 21 Oct 2019, In : Journal of Systems and Software. 159, 25 p., 110450.Research output: Contribution to journal › Article › Research › peer-review
Prizes
Best Student Paper Award
Li, Yuan-Fang (Recipient), Jan 2020
Prize: Prize (including medals and awards)
Activities
- 4 Professional association or peak discipline body
Director, Bachelor of Software Engineering Degree (BSE)
Yuan-Fang Li (Executive Member)
2019 → …
Activity: External Academic Engagement › Professional association or peak discipline body
Clayton Honours and Minor Thesis Coordinator - Faculty of Information Technology, Monash University
Yuan-Fang Li (Executive Member)
1 Jan 2016
Activity: External Academic Engagement › Professional association or peak discipline body
Faculty Honours and Minor Thesis Coordinator - Faculty of Information Technology, Monash University
Yuan-Fang Li (Executive Member)
1 Jan 2016
Activity: External Academic Engagement › Professional association or peak discipline body
Past Deputy Director, Bachelor of Software Engineering Degree (BSE) - Faculty of Information Technology, Monash University
Yuan-Fang Li (Executive Member)
1 Mar 2013
Activity: External Academic Engagement › Professional association or peak discipline body