Projects per year
Personal profile
Personal profile
Research interests
My research interests lie in the topics of machine learning and asset pricing. They include, but are not limited to:
- Economics-aware machine learning models
- Machine learning-enhanced asset pricing models
- Optimization algorithms in financial markets, credit risk assessment, and loan pricing platforms
In recent years, the primary focus has been the exploration of financial theory-enabled data-driven models, both theoretically and empirically.
Related documents
Education/Academic qualification
Bachelor, Automatic Control, Beihang University
Master, Computer Science, Florida International University
Master, Wireless Communication, National University of Singapore
PhD, Machine Learning In Financial Market Manipulation, Ulster University
Research areas
- Machine Learning
- Asset Pricing
- Sustainable Finance
Person Types
- Staff
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):
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SDG 3 Good Health and Well-being
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SDG 7 Affordable and Clean Energy
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SDG 8 Decent Work and Economic Growth
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SDG 13 Climate Action
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Collaborations and top research areas from the last five years
Projects
- 3 Active
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From theory to judgment: Learning and assessment redesign using AI-assisted role play
Lu, Z. (PI), Zong, L. (CoI), Hong, Y. (CoI) & Cao, Y. (CoI)
1/09/26 → 31/08/27
Project: Internal Research Project
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Optimal Loan Allocation - A Platform Perspective
Cao, Y. (PI)
1/07/25 → 30/06/28
Project: Internal Research Project
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Empowering Learning and Teaching with Dynamic Bibliometric Visualization Tools
Luo, Y. (PI), Xue, J. (CoPI), Bai, Y. (CoPI) & Cao, Y. (CoPI)
1/04/25 → 29/02/28
Project: Internal Research Project
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Bankruptcy Forecasting – Market Information with Ensemble Model
Cao, Y., Luo, Y., Wei, P., Zhai, J. & Shi, S., May 2026, In: British Accounting Review.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Does sentiment lead prices? Evidence from individual stock price discovery
Ji, Y., Zong, L. & Cao, Y., 27 Jul 2026, (E-pub ahead of print) In: Finance Research Letters.Research output: Contribution to journal › Article › peer-review
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Probability-based portfolio in crypto-perpetual futures market
Zhang, J., Ji, Y., Ma, H. & Cao, Y., 13 Aug 2026, (E-pub ahead of print) In: Physica A: Statistical Mechanics and its Applications. 131911.Research output: Contribution to journal › Article › peer-review
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Return predictability via sentiment: individual, industry, or market?
Zhang, J., Ji, Y. & Cao, Y., 13 Jan 2026, (E-pub ahead of print) In: Journal of Chinese Economic and Business Studies.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Sentiment co-movement and stock returns
Ji, Y., Zong, L. & Cao, Y., 10 Jun 2026, (Accepted/In press) In: Research in International Business and Finance. 90, 103514.Research output: Contribution to journal › Article › peer-review
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Journal of Chinese Economic and Business Studies (Journal)
Cao, Y. (Editor) & Lu, Z. (Editor)
Sept 2026 → Dec 2027Activity: Peer-review and editorial work of publications › Editorial work
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2025 Suzhou University Workshop on Financial Mathematics & Actuarial Science
Wen, C. (Organiser), Cao, Y. (Organiser), Lu, Z. (Organiser) & Liu, J. (Organiser)
28 Aug 2025 → 29 Aug 2025Activity: Participating in or organising an event › Organising an event e.g. a conference, workshop, …
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Journal of Chinese Economic and Business Studies (Journal)
Cao, Y. (Editor) & Lu, Z. (Editor)
Aug 2025 → Jan 2026Activity: Peer-review and editorial work of publications › Editorial work
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Journal of Digital Economy (Journal)
Cao, Y. (Editor), Lu, Z. (Editor) & Stefanidis, A. (Editor)
Aug 2025 → Sept 2026Activity: Peer-review and editorial work of publications › Editorial work
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Investor Misreaction, investor attention, and Macroeconomic Events in the Options Market
Zong, L. (Supervisor) & Cao, Y. (Co-supervisor)
1 Mar 2023 → 28 Feb 2026Activity: Supervision › PhD Supervision