Projects per year
Personal profile
Biography
Vincent CS Lee (PhD) is currently an Associate Professor at Machine learning and Deep Learning Discipline of the Department of Data Science and Artificial Intelligence, Faculty of IT, Monash University, Australia. He received Australia Federal Government scholarship to pursue PhD from 1988 through to 1991 at The University of New Castle, NSW, in Australia. In 1973 to 1974, he was awarded a joint research scholarship by Ministry of Defence (Singapore) and Ministry of Defence (UK) for postgraduate study at Royal Air Force College, UK in aircraft electrical and instrument systems. He was a visiting academic to Tsinghua University in Beijing at the School of Economics and Management from Nov 2006 to March 2007; and was also a Visiting Professor to Information Communication Institute of Singapore from July 1994 through June 1995.
Lee has 35 (13 years with MNC and public sector establishments in Singapore, and 22 years with four universities in Australia and Singapore) years of experience in applied and fundamental research, business enterprise system development, engineering and ICT system integration, and university teaching. Lee is a Fellow Institute of Engineers, Australia (Fellow, IEAust); CPEng (ITEE), he is also a registered professional electrical engineer in Singapore; Licensed Electrical Engineer (High voltage 22KV switching authorisation) in Singapore; Chartered Engineer (UK), Senior members of IEEE USA.
Lee published 200+ peer-reviewed international (high impact factor SCI and SSCI) Q1 journals articles and A and A* peer-reviewed international conference proceedings. His publications appear in IEEE Transactions on Knowledge and Data Engineering; IEE Proceeding on Generation, Transmission and Utilisation; IEEE Transactions on Neural Networks and linear Systems, IEEE Transactions on Signal Processing; IEEE Selected Areas in Communications; IEEE Security and Privacy; European Journal of Operational Research; Applied Mathematics and Computation; Neuro-computing; Accounting and Finance; Journal of Wealth Management; and in AAAI, ICDM, NeurIPS, ICDE, ICWS, ICIS proceedings. He has chaired/co-chaired more than a dozen of IEEE international conference technical program committees: conference chair KICSS2012; general chair ICDIM2011; co-chair workshop on Intelligent Environment (IE2010); conference chair ICSSSM2008, and special sessions of IEEE International Conference on Service Computing, senior program committee members of IJCAI2020 Fintech special track, PC members of IJCNN2019, PAKDD2020, invited co-chair and speaker IEEE ICET2021, Beijing, etc.
Lee has been awarded 22 internationally competitive research grants in signal processing, decision support systems, AI/ML, Digital health informatics, and financial engineering research projects. Lee's current research interests are multidisciplinary spreading across signal processing; adaptive knowledge representation and information engineering; data, text, and graph mining for knowledge discovery; decision theory; information system research based on design science paradigm; and Neuro-financial engineering, ICU patient health support systems, Thyroid cancer prognostic and treatment analytics. He has attracted research grants from ARC DP and LPs, A*STAR, and Swift Institute, UK.
Dr Lee is the sole recipient of Monash University, Dean of IT, 2016 excellence Award for Higher Degree supervision. He has todate supervised to the award of 30 PhDs and 35 Research Masters students in signal processing, power systems quality, e-commerce, financial engineering, Digital healthcare support systems, Secured digital networking, and innovation management from commencement to the final award of thesis during his employ with Nanyang Technological University in Singapore, Swinburne University of Technology and Monash University both in Melbourne, Australia.
Currently he is the principal supervisor of 7 PhDs in Machine Learning and Artificial Intelligence, ICU patient vital sign health monitoring, extrem learning system for Thyroid cancer patient diagnostic and treatment quality; and cosupervisors for 6 PhDs in deep learning for health modelling of smart infrastructure transport network, multiparty computation using cryptography techniques, and educational data mining research.
Monash teaching commitment
Professor Vincent Lee has experience as the Chief Examiner for the following units in the Faculty of IT:
- FIT3030 Financial Modelling
- FIT3051 Decision Support Systems for Finance
- FIT5133 Enterprise architecture and management
- FIT5159 IT for Financial Decision
- FIT5163 Computer and Information Security
- FIT5166 Information Retrieval Systems
- FIT5183/FIT5046 Mobile and Distributed Computing
- FIT5187 Wireless Networks
- FIT5197 Statistical Data Modelling
Vincent has also taught the following units in the Faculty of IT:
- FIT3051 Decision support systems for finance
- FIT5133 Enterprise architecture and management
- FIT5186 Intelligent systems
- FIT5187 Wireless networks
- FIT9006 Information technology management
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Economics and Finance, BBus (Hons I) in Economics and Finance, Intelligent Financial Trading indicators & Systems, RMIT University
Award Date: 6 Dec 2002
Accountancy, MBus(Accounting), Towards Corporate Social Responsibility framework, RMIT University
Award Date: 1 Jul 1997
Computer System Engineering, Doctor of Philosophy, University of Newcastle
Award Date: 3 May 1992
Business Administration, Master of Business Administration, Brunel University London
Award Date: 28 Oct 1991
Electrical Engineering, Master of Science, National University of Singapore
Award Date: 5 Aug 1984
Electrical and Electronic Engineering, Bachelor of Engineering, National University of Singapore
Award Date: 5 May 1972
Research area keywords
- Big Data Analytics
- Collaborative Networks
- Complex Problem Optimisation
- Disruptive/Radical/Business Model Innovations
- Microblogging
- Neural Networks
- Evolutionary and Fuzzy Computation
- Pattern Recognition
- Data Mining
- Terrorism Informatics
- Deep machine learning
- Artificial Intelligence and Image Processing
Collaborations and top research areas from the last five years
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ESV-ML OCR: ESV Machine learning based OCR real time pipeline architecture design & development
13/11/23 → 31/03/25
Project: Research
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Tokopedia : TokoNOW Forecasting Project and Review-based Recommendation Systems development-Tokopedia
Bergmeir, C., Schmidt, D., Saputra, R., Wilson, C., Taniar, D. & Lee, V.
27/07/21 → 19/09/22
Project: Research
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Data Analytics and Visualisation for Engineering Workflows and Business Intelligence
Tan, C., Lee, V. & Marusic, S.
11/01/21 → 11/06/21
Project: Research
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Online Sales_ESV: Online Sales Research for Energy Safe Victoria: A Pilot Study
1/10/20 → 31/05/22
Project: Research
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An Effective Learning Management System for Revealing Student Performance Attributes
Zhang, X., Obaidat, M. S., Lee, V. C. S., Xu, D. & Chen, J., 2024, Proceedings of the 2024 IEEE International Conference on Computer, Information, and Telecommunication Systems, CITS 2024. Obaidat, M. S., Marzo, J. L., Vila, P., Hsiao, K-F., Nicopolitidis, P. & Guo, Y. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 87-94 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research
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Communicative and Cooperative Learning for Multi-agent Indoor Navigation
Zhu, F., Lee, V. C. S. & Liu, R., 2024, Advances in Knowledge Discovery and Data Mining - 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2024 Taipei, Taiwan, May 7–10, 2024 Proceedings, Part II. Yang, D-N., Xie, X., Tseng, V. S., Pei, J., Huang, J-W. & Lin, J. C-W. (eds.). Singapore Singapore: Springer, p. 273-285 13 p. (Lecture Notes in Computer Science; vol. 14646).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Cross-entropy-based adaptive fuzzy control for visual tracking of road cracks with unmanned mobile robot
Zhang, J., Yang, X., Wang, W., Guan, J., Liu, W., Wang, H., Ding, L. & Lee, V. C. S., 15 Mar 2024, In: Computer-Aided Civil and Infrastructure Engineering. p. 891-910 20 p.Research output: Contribution to journal › Article › Research › peer-review
Open AccessFile10 Citations (Scopus) -
Deep learning empowered decision support systems for thyroid cancer detection and management
Zhang, X. & Lee, V. C. S., 2024, International Conference on Industry Sciences and Computer Science Innovation 2023. Manuela C. C. Manuela Cruz Cunha, M. & N Mateus-Coelho, N. (eds.). Portugal: Elsevier, Vol. 237. p. 945-954 10 p. (Procedia Computer Science).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research
Open AccessFile1 Citation (Scopus) -
Enhancing digital health services: A machine learning approach to personalized exercise goal setting
Fang, J., Lee, V. C. S., Ji, H. & Wang, H., 20 Feb 2024, In: Digital Health. 10, 18 p.Research output: Contribution to journal › Article › Research › peer-review
Open AccessFile
Activities
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Institute of Analytics Professionals of Australia (External organisation)
Cheng-Siong Lee (Member)
1 Jan 2016Activity: Industry, Government and Philanthropy Engagement and Partnerships › Membership of an advisory panel/policy group/ board
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IEEE Computer Society (CS) (United States of America) (External organisation)
Cheng-Siong Lee (Member)
1 Jan 2016Activity: Industry, Government and Philanthropy Engagement and Partnerships › Membership of an advisory panel/policy group/ board
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Monash University (External organisation)
Cheng-Siong Lee (Member)
1 Jan 2016 → 31 Dec 2017Activity: Industry, Government and Philanthropy Engagement and Partnerships › Membership of an advisory panel/policy group/ board
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Hong Kong Baptist University (External organisation)
Cheng-Siong Lee (Advisor)
1 Jan 2015 → 31 Dec 2016Activity: Industry, Government and Philanthropy Engagement and Partnerships › Membership of an advisory panel/policy group/ board
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Member - Inclusive Practices Faculty Equity and Diversity Committee - Monash University
Cheng-Siong Lee (Member)
1 Jan 2011 → 31 Dec 2012Activity: External Academic Engagement › Submissions to industry or govt committees, commissions and inquiries