Projects

Featured Projects

Collaborating Institution: Chonnam National University Hwasun Hospital
Research Area : technology for unobtrusive detection of depression and suicidal ideation based on digitally verified biobehavioral patterns.
Project Highlights :
- Leveraging LLMs and Foundation Models to extract patient activity patterns and capture synergistic interactions
- Developing digital biomarkers through multivariate time series analysis
- Addressing challenges of small sample sizes in healthcare data
- Implementing robust methods for handling missing data and noise in time series analysis
- Creating models resilient to high inter-individual variability in behavioral patterns

Collaborating Institution: Electronics and Telecommunications Research Institute (ETRI), South Korea
Research Area: Wireless Communications, Machine Learning
Focus:
- Time Series Forecasting for Handover Prediction and Optimization
Objective:
- To enhance the efficiency and reliability of handover mechanisms in next-generation wireless networks using state-of-the-art machine learning techniques

Industry-University Cooperation project, Korea Social Security Information Service
Main Positions and Required Skills: Machine learning programming (sub)

Industry-University Cooperation project, Korea Ceative content agency
Graph Neural Network modeling for efficient Fake News Detection Framework.
Main Positions and Required Skills: Deep learning programming (sub), and paper writing.