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Research Interest

HCI (Human Computer Interaction)

HRI (Human Robot Interaction)

Generative Design (Deep Learning, Reinforcement Learning)

Cloud Native Application (MSA Architecture)

Big Data Engineering (Hadoop Ecosystem)

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Research

Title: AI based Task-Oriented Design

(Digital Media Lab., Yonsei University, 2023.1 – present)

  • Task-oriented Design based technology and application

  • Reinforcement Learning

  • Data Driven Design for Product Design (Bottle, Cup...)

 

Title: GAN (Generative Adversarial Network)

(Digital Media Lab., Yonsei University, 2021.3 – 2022.5)

  • A Study on the application and impact of GAN in the design field

  • Classification of GAN models applicable to the design field

  • Building GAN Model system (used in the design field)

 

Title: Panic UX 

(Digital Media Lab., Yonsei University, 2021.2 – 2022.12)

  • Design for changing people’s behavior in Emergency Situations

  • Behavior Change Model (Nudge / FBM Model / Hooked )

  • Decision Making using Dual Theory (System 1, 2)

 

Title: Concept Drift Detection Algorithm 

(Database Lab., Yonsei University, 2016.3 – 2018.1)

  • Algorithm development for Data Concept Change Detection

  • Streaming Data Modeling (Sliding Window)

  • Approximate Database (Exponential Histogram)

  • Concept Drift Statistical Model (Kullback-Leibler Divergence)​

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