Journal Publications
Integrating a convolutional neural network with statistical process control: A hybrid approach for quality monitoring
Baek, J. and Joung, J.* (2026)
Journal of Process Control (IF=3.9, JCR 2024 Q2)  🌐URL

Large Language Model-Based Online Review Classification for Subfeature-Level Customer Opinion Analysis
Park, S., Joung, J.*, and Kim, H.* (2026)
Journal of Mechanical Design (IF=3, JCR 2024 Q2)  🌐URL

An explainable AI-based approach for identifying interior design style principles
Seo, J., Jin, S., Choi, K.*, Hyun, K. H.*, and Joung, J.* (2026)
Advanced Engineering Informatics (IF=9.9, JCR 2024 Top 2%)  🌐URL

Assessing quality risk scores using explainable artificial intelligence for advanced vision inspection
Baek, J., Seo, J., Yu, E., and Joung, J.* (2025)
Journal of Intelligent Manufacturing (IF=7.4, JCR 2024 Q1)  🌐URL

FlawMatch: Conditional defect image generation via flow matching for improved surface defect classification
Oh, H., Choi, S., Baek, J., Kim, D. J.*, and Joung, J.* (2025)
Advanced Engineering Informatics (IF=9.9, JCR 2024 Top 2%)  🌐URL

Achieving High-Crystallinity YSZ Thin-Films on Si Using Explainable AI and Bayesian Optimization in Resource-Constrained Settings
Ji, G., Seo, J., Im, S., Choe, B., Kang, M., Jeen, H., Park, S.*, Joung, J.*, and Ok, J. M.* (2025)
Crystal Growth & Design (IF=3.4, JCR 2024 Q1)  🌐URL

Exploring the concept and operations of sustainable cities: A text mining approach
Kim, M.*, Kim, J., Joung, J., & Lim, C. (2025)
IEEE Access (IF=3.6, JCR 2024 Q2)  🌐URL

An automated data-driven approach for product design strategies to respond to market disruption following COVID-19
Park, S., Lin, K., Joung, J., and Kim, H.M.* (2024)
Journal of Mechanical Design (IF=2.9, JCR 2023 Q2)  🌐URL

Determining Directions of Service Quality Management using Online Review Mining with Interpretable Machine Learning
Shin, J., Joung, J.*, and Lim C.* (2024)
International Journal of Hospitality Management (IF=11.7, JCR 2022 Top 8%)  🌐URL

Contextual Meaning-based Approach to Fine-grained Online Product Review Analysis for Product Design
Park, K., Park, S., and Joung, J.* (2024)
IEEE Access (IF=3.9, JCR 2022 Q2)  🌐URL

Investigation of Customer Preference Changes Following COVID-19 Market Disruption using Online Review Analysis
Park, S., Lin, K., Joung, J., and Kim, H.M.* (2023)
Proceedings of the Design Society  🌐URL

Interpretable machine learning-based approach for customer segmentation for new product development from online product reviews
Joung, J. and Kim, H.M.* (2023)
International Journal of Information Management (IF=21, JCR 2021 Top 1%)  🌐URL

Spec guidance for engineering design based on data mining and neural networks
Park, S., Joung J., and Kim, H.M.* (2023)
Computers in Industry (IF=11.245, JCR 2021 Top 4%)  🌐URL

Combining life cycle assessment and online customer reviews to design more sustainable products - Case study on a printing machine
Saidani, M., Joung, J., Kim, H.M., and Yannou, B. (2022)
Procedia CIRP  🌐URL

Explainable neural network-based approach to Kano categorization of product features from online reviews
Joung, J. and Kim, H.M.* (2021)
International Journal of Production Research, (IF=9.2, JCR 2020 Top 2%)  🌐URL

Approach for Importance–Performance Analysis of Product Attributes From Online Reviews
Joung, J. and Kim, H.M.* (2021)
Journal of Mechanical Design (IF=3.3, JCR 2019 Q2)  🌐URL

Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews
Joung, J. and Kim, H.M.* (2021)
Journal of Mechanical Design (IF=3.3, JCR 2019 Q2)  🌐URL

Data-Driven Approach to Dual Service Failure Monitoring From Negative Online Reviews: Managerial Perspective
Joung, J., Kim, K.H., and Kim, K.* (2021)
SAGE Open (IF=1.356)  🌐URL

Customer Complaints Analysis using Text mining and Outcome-driven Innovation Method for Market-oriented Product Development
Joung, J., Jung, K., Ko, S., and Kim, K.* (2019)
Sustainability, (IF=3.251, JCR 2017 Q2)  🌐URL

Semi-automatic Extraction of Technological Causality from Patents
Kim, H., Joung, J., and Kim, K.* (2018)
Computers & Industrial Engineering (IF=5.431, JCR 2016 Q1)  🌐URL

Monitoring Emerging Technologies for Technology Planning using Technical Keyword based Analysis from Patent Data
Joung, J. and Kim, K.* (2017)
Technological Forecasting and Social Change (IF=8.593, JCR 2015 Top 6%)  🌐URL

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