WG1: Transparency in FinTech

Working Group 1: Transparency in FinTech#

Leader: Prof. Wolfgang Hardle (Humboldt University Berlin) Co-Leaders: Dr. Ioana Coita, Prof. Daniel Traian Pele

Mission#

WG1 focuses on developing methods and tools to increase transparency in FinTech applications, with emphasis on making AI and machine learning processes more interpretable and accountable.

Focus Areas#

Machine Learning in Finance#

Deep learning applications
Neural network interpretability
Feature importance analysis

Blockchain Analytics#

Transaction analysis
Smart contract auditing
DeFi transparency

Big Data Mining#

Financial data extraction
Pattern recognition
Anomaly detection

Cryptocurrency Research#

Market analysis
Risk assessment
Regulatory implications

NLP in Finance#

Sentiment analysis
News processing
Document analysis

Key Deliverables#

Research papers on ML transparency
Blockchain analysis tools
Training materials
Policy recommendations

Members#

WG1 includes approximately 140 researchers from across the network.