My Secret HERO: Health Evaluation and RestOration (August 2024 ~ Now)
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
Time Series Forecasting for Handover Optimization (August 2024 ~ Now)
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
ML Prediction model development for Child Abusing Provention (Februrary 2024 ~ July 2024)
Industry-University Cooperation project, Korea Social Security Information Service
Main Positions and Required Skills: Machine learning programming (sub)
Fake News Detection NLP Project (October 2022 ~ June 2023)
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.
The next generation Text-Video-Retrieval Development (October 2022 ~ June 2023)
Industry-University Cooperation project
Submission to ACMMM 2023 as the 1st author
Main Positions and Required Skills: main student researcher, project manager.
Summer Internship Program: KaKao operation. (June 2021 ~ September 2021)
Employment-linked Internship program
Front-end Engineering
Required Skills: Reactive Web Programming - React, JavaScript.
