Dynamic multimodal networks, involving areas such as machine and deep learning, graph learning, time-series modelling, multimodal modelling, deep learning for design and financial applications.
1. Learning Network-Based Multi-Modal Mobile User Interface Embeddings, by Gary Ang, Ee-Peng Lim. (2021). 26th ACM International Conference on Intelligent User Interfaces (IUI). Link
2. Learning Knowledge-Enriched Company Embeddings for Investment Management, by Gary Ang, Ee-Peng Lim. (2021). 2nd ACM International Conference on AI in Finance (ICAIF). Link
3. Learning User Interface Semantics from Heterogeneous Networks with Multimodal and Positional Attributes, by Gary Ang, Ee-Peng Lim. (2022). 27th ACM International Conference on Intelligent User Interfaces (IUI). Honorable Mention award. Link
4. Guided Attention Multimodal Multitask Financial Forecasting with Inter-Company Relationships and Global and Local News, by Gary Ang, Ee-Peng Lim. (2022). 60th Annual Meeting of the Association for Computational Linguistics (ACL). Link
5. Learning Semantically Rich Network-Based Multi-Modal Mobile User Interface Embeddings, by Gary Ang, Ee-Peng Lim. (2022). ACM Transactions on Interactive Intelligent Systems (TiiS). Link
6. Investment and Risk Management with Online News and Heterogeneous Networks, by Gary Ang, Ee-Peng Lim. ACM Transactions on the Web (TWEB). Link
7. Learning and Understanding User Interface Semantics from Heterogeneous Networks with Multimodal and Positional Attributes, by Gary Ang, Ee-Peng Lim. (2022). ACM Transactions on Interactive Intelligent Systems (TiiS). Link
8. Learning Dynamic Multimodal Implicit and Explicit Networks for Multiple Financial Tasks, by Gary Ang, Ee-Peng Lim (2022). 2022 IEEE International Conference on Big Data (Big Data). Link
9. On Predicting ESG Ratings Using Dynamic Company Networks (2023), by Gary Ang, Ee-Peng Lim (2022), ACM Transactions on Management Information Systems (TMIS). Link
10. Temporal Implicit Multimodal Networks for Investment and Risk Management (2024), by Gary Ang, Ee-Peng Lim (2022), ACM Transactions on Intelligent Systems and Technology (TIST). Link