KIM MANSOO
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)
Research
Title: AI based Task-Oriented Design
(Digital Media Lab., Yonsei University, 2023.1 – present)
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Task-oriented Design based technology and application
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Reinforcement Learning
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Data Driven Design for Product Design (Bottle, Cup...)
Title: GAN (Generative Adversarial Network)
(Digital Media Lab., Yonsei University, 2021.3 – 2022.5)
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A Study on the application and impact of GAN in the design field
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Classification of GAN models applicable to the design field
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Building GAN Model system (used in the design field)
Title: Panic UX
(Digital Media Lab., Yonsei University, 2021.2 – 2022.12)
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Design for changing people’s behavior in Emergency Situations
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Behavior Change Model (Nudge / FBM Model / Hooked )
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Decision Making using Dual Theory (System 1, 2)
Title: Concept Drift Detection Algorithm
(Database Lab., Yonsei University, 2016.3 – 2018.1)
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Algorithm development for Data Concept Change Detection
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Streaming Data Modeling (Sliding Window)
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Approximate Database (Exponential Histogram)
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Concept Drift Statistical Model (Kullback-Leibler Divergence)​
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