Research Projects
Sim-DSE
How do automated vehicles resolve passenger needs and preference? Developed a multi-agent framework where AI agents advocate for individual occupants to negotiate optimal cabin environments, bridging the gap between rigid automation and human fluidity.
Preferential Bayesian Optimization (PBO)
Can the PBO model human preferences, suggest an optimal setting, and facilitate efficient decision-making for humans? Can biases potentially impede the efficacy of PBO?
Student Dropout Prediction
How can we improve the current dropout situation in STEM classes? Kalman Filter model for early identification of students at risk of dropping out, enabling timely intervention and support strategies.
Automatic Labeling Model
How can we streamline the workflow? Designed and implemented an automatic labeling model to streamline the workflow during the internship
COVID-19 Data Analysis A to Z
What critical factors were constrained by the existing public COVID-19 data, and what strategies can we implement to enhance data accessibility and analysis?
COVID-19: Our Memory
Does disaster inequality exist? How can we capture peoples mobilizing needs?
Online Petition Analysis of South Korea
Based on the Structuration Theory by Giddens, will the content and subjects of the petition data will contain social multi-perspective factors?