Publications

Selected working papers, journal articles, and conference presentations.

Working Papers

  • Kim, D., Kim, G., & Moon, HB. (Submitted). How the adoption of MaaS can transform the transportation service market: Predicting changes in consumers’ travel behavior. (SSCI)
  • Kim, D., & Moon, HB. (Submitted). Semantic Main Path Analysis Framework using LLM-based Sentence Embedding: A Case Study of Smart Grid Technology. (SCIE)
  • Kim, D., & Moon, HB. (Work in Progress). Unlocking the Cognitive Black Box of Travel Behavior: An LLM-Integrated Framework for Simulating the Dynamic Adoption.

Peer Reviewed Journal Articles

  • Kim, D., & Moon, HB. (2025). The Impact of MaaS Implementation on Shared Micromobility Demand for First-and-Last-Mile Travel and Carbon Reduction. Innovation Studies, 20(3), 25-48. (KCI, In Korean)
  • Kim, G., Kim, D., An, H., Bae, S., & Moon, HB. (2025). Unsupervised Learning-Based Electrical Anomaly Detection in Electric Vehicle Batteries: A Comparative Study of Charging Methods and Aging Effects. Journal of the Korea Society of Industrial Information Systems, 30(4), 15-25. (KCI, In Korean)
  • Kim, D., Seok, S., & Moon, HB. (2023). Asset Allocation Strategy Based on News Article Sentiment Analysis Using BERT and Black-Litterman Model. The Korean Journal of Financial Management, 40(5), 155-180. (KCI, In Korean)

Conference Presentations

† denotes undergraduate researcher author

  • Kim, D., Kim, Y.†, Kang, G.†, Shin, J., Kim, D., & Moon, HB. (2025, Nov.). Profiling the User of Real Estate Tax Tech Market. Korea Data Analysis Society (KDAS), Chungbuk, Korea. [Poster Encouragement Award]
  • Kim, D., Kim, G.†, Kang, M.†, Keum, D., Kang, J.†, & Moon, HB. (2024, Nov.). Semantic Main Path Analysis Method Based on Text-Embedding to Identify Technological Trajectories: A Case Study of Smart Grid Technologies. Korea Technology Innovation Society (KOTIS), Jeju, Korea. [Best Paper Award]
  • Kim, D., Kim, G.†, & Moon, HB. (2023, Nov.). Analyzing Changes in MaaS Adoption Across Travel Behavior-Based Clusters: A Study Using Consensus Clustering and a Multinomial Logit Model. Korea Society of Innovation (KSOI), Busan, Korea. [Oral Presentation]
  • Shin, J., Jang, W., Jung, S.†, Kim, D., Kim, D., & Moon, HB. (2025, Nov.). Chatbot Design for Structuring and Feedback Automation of User Input Data. Korea Data Analysis Society (KDAS), Chungbuk, Korea. [Poster Encouragement Award]
  • Kim, G., Kim, D., & Moon, HB. (2025, Jul.). The Impact of Firms' Industry 4.0 Technology Adoption Strategies on Performance: A Case Study of Domestic Manufacturing Companies. Korea Society for Innovation Management & Economics (KOSIME), Jeju, Korea. [Oral Presentation]
  • Nam, G.†, Kang, M.†, Kim, D., & Moon, HB. (2024, Nov.). Demand Forecasting for OTT Service Platforms Offering Immersive Performance Content: Analysis of the Potential to Resolve Cultural Accessibility Gaps Utilizing Innovative Technologies. Korea Society of Innovation (KSOI), Daejeon, Korea. [Oral Presentation]

Master's Thesis

  • Kim, D. (2026). Consumer Decision-Making Simulation Using Persona-Based Large Language Model Agents. (In Korean)