معرفی
Dr. Ruihai Dong is an Assistant Professor at the School of Computer Science, University College Dublin, affiliated with the Insight Centre for Data Analytics. His research bridges Machine Learning, Deep Learning, and Recommender Systems with significant applications in finance and medical imaging.
- Develops AI-driven solutions for financial markets and healthcare
- Collaborates with industry partners like Eagle Alpha and Samsung
- Funded by Enterprise Ireland for commercialization studies
Research focuses on:
- Recommender systems (news, finance, conversational AI)
- Graph neural networks for financial risk modeling
- Medical imaging under limited labeling constraints
- Algorithmic transparency and ethical AI applications
- 3D CNNs & transformers for seismic analysis
- Large language models for multilingual evaluation
Recent publications emphasize:
- Hybrid architectures for multimodal data
- Explainable AI techniques in financial and news domains
- Geometric deep learning for microstructure and seismic data
- Curriculum strategies in active learning
- Media bias mitigation frameworks
- Latent space modeling for asset embeddings
Scientific contributions recognized through:
- Outstanding Research Award 2018 by UCD School of Computer Science
Industry collaborations include work with:
- Eagle Alpha (financial analytics)
- SkillPages (data-driven platforms)
- Samsung (technology innovation)
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