AI-in-Finance: a joint collaboration from ING-UT

Research

The Foundations - Data
  • The use of "meta labeling" technique
  • Federated Learning
  • Privacy-enhancing techniques for storing and analysing confidential data
  • Applications of synthetic data generation for Finance
The main application - Risk Management
  • Early warning systems for credit risk
  • Machine learning for credit scoring
  • Research on risk management related topics
Advanced Tools - Artificial Intelligence
  • Explainable Artificial Intelligence
  • Applications of Reinforcement learning
Business Models
  • The value of innovation projects in Finance
  • Networks of the client base
The Applications and Outlook
  • Statistics of applying models
  • Large Language Models for information retrieval from documents
  • The detection of payment patterns

Activities

  • MSc Thesis Supervision
  • Invited Industry Guest Lectures
  • Academia - Industry Workshops
  • PhD Internship Oppurtunities
  • Impact-driven industry research

Projects and Events