Research

Research at Unstructured Data Mining and Machine Learning Laboratory

  • "Development of machine learning models for effective knowledge discovery from unstructured data"
  • Our Research [PDF]
  •  Topics
    • Machine Learning / Deep Learning
    • (Unstructured) Data Mining
    • Artificial Intelligence (AI)
    • Natural Language Processing / Text Mining
    • Social Network Analysis / Crowdsourcing
  • Applications
    • Customer Feedback Analysis Using Online Data (e.g., Social Media, Online Customer Reviews, Recommender Systems)
    • Manufacturing (e.g., Predictive Maintenance, Anomaly Detection)
    • Healthcare (e.g., Drug Discovery, New Disease Discovery)
    • Transportation (e.g., Taxi Demand Prediction)
    • etc.
  • Research Grants
    • Curriculum development for students in smart port logistics” (Principle Investigator), UNIST-Ulsan Port Authority Smart Port Logistics Data Center, Jul. 2019 – Dec. 2019.
    • “Development of an automated system using machine learning and commercial sensors for identifying whether manufacturing workers wear protective gear” (Principle Investigator), The National Research Foundation of Korea, Jun. 2019 – Feb. 2022.
    • Development of a machine learning model to predict liquid cargo traffic and demands for storage facilities using port logistics big data” (Principle Investigator), UNIST-Ulsan Port Authority Smart Port Logistics Data Center, May 2019 – Dec. 2019.
    • “A Study on Trend Analysis of Customers and Competitors for the Enhancement of the Competitiveness of Local Manufacturers in Industry 4.0: Trend Analysis Model Development Based on Unstructured Big Data Analysis and Artificial Intelligence (AI)” (Principle Investigator), Ulsan National Institute of Science and Technology (UNIST), Nov. 2018 – Oct. 2021.

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