Publications · DA-Lab

2027

Transductive Few-shot Learning for Ecosystem Classification from Satellite Time Series: A Systematic Study

M. Cho*, H. Park, D. Park, G. Park, S. Park

Expert Systems With Applications, 334(Part E): 134761, 2027

Journal

2026

Integrating Text-Derived ESG Signals into Bayesian Portfolio Optimization: Evidence from South Korea

S. Pyo, J. Baek, N. Kim, M. Cho*

Computational Economics, Accepted

Journal

Information Processing and Review Helpfulness in Online Platforms: A Dual-Process Perspective

H. Park, P. Chung, H. Park, S. Jung, M. Cho*

IEEE Access, 14, 91636-91653, 2026

Journal

Structure Learning-Based Interaction Feature Construction for Bank Failure Prediction

C. Lee, S. Pyo, M. Cho*

IEEE Access, 14, 75131-75144, 2026

Journal

Extracting declarative constraints for process modeling from natural language descriptions with large language models

G. Park, J. Kofferath, M. Cho*

Decision Support Systems, 114627, 2026

Journal

Experience Goods and Delayed Price Discovery: Evidence from Information Frictions in Game Releases

S. Pyo, M. Cho*

Mathematics, 14(5), 755, 2026

Journal

Extracting declarative constraints for process modeling from natural language descriptions with large language models

G. Park, J. Kofferath, M. Cho*

24th International Conference on Business Process Management (BPM 2026), Journal-First, Toronto, Canada, September 27 - October 2, 2026

Conference

Where do LLMs fit in process mining?

H. Cho, G. Park, M. Cho

2nd Asia-Pacific Symposium on Process and AI (ASPAI 2026), Pohang, Korea, August 25-26, 2026

Conference

Representation Learning for Process Models Integrating Structural and Semantic Information

H. Park, M. Cho

Industrial Engineering and Management Science, Jeju, Korea, June 5-6, 2026

Conference Korean

Development of a Pattern Dictionary-Based Ensemble Method for Event Abstraction

S. Kim, M. Cho

Industrial Engineering and Management Science, Jeju, Korea, June 5-6, 2026

Conference Korean

Comparing Transductive Few-Shot Learning Methods for HLS Time-Series Based EFG Classification

H. Park, D. Park, M. Cho

Industrial Engineering and Management Science, Jeju, Korea, June 5-6, 2026

Conference Korean

AI-BioDynamics: Artificial Intelligence for Biodiversity Mapping and Conservation Decision-Making

S. Park, M. Koh, H. Baek, M. Cho, B. Kim, Z. Boukhers, G. Park, C. Beilschmidt, J. Dronner

EGU 2026, Vienna, Austria, May 3-8, 2026

Conference

APPARATUS AND METHOD FOR PREDICTING PROCESS PERFORMANCE INFORMATION BASED ON PROCESS MINING USING PROCESS MODEL

M. Cho, J. Kim

Registered in Korea, 10-2950694, 2026

Patent

2025

A Neuro-Symbolic AI System for Detecting Dark Patterns and Supporting Elderly Users in Kiosk Environments: A Human-Robot Interaction Approach

S. Jung, S. Park, H. Park, M. Oh, M. Cho

Institute of Control, Robotics and Systems 2025, Jeonju, Korea, June 25-27, 2025

Conference Korean

Knowledge Graph-Based Real-Time Stock Prediction via LLMs and Scenario Classification

P. Chung, H. Park, S. Kim, S. Chun, J. Yoon, M. Cho

Institute of Control, Robotics and Systems 2025, Jeonju, Korea, June 25-27, 2025

Conference Korean

Apparatus and method for analyzing learning pattern

K. Park, M. Cho, J. Kim

Registered in Korea, 10-2819801, 2025

Patent

2024

Enhancing healthcare process analysis through object-centric process mining: Transforming OMOP common data models into object-centric event logs

G. Park, Y. Lee, M. Cho*

Journal of Biomedical Informatics, 156: 104682, 2024

Journal

Unlocking learner engagement and performance: A multidimensional approach to mapping learners to learning cohorts

H. Kim, G. Park, M. Cho*

Education and Information Technologies, 29(17), 23817-23857, 2024

Journal

Integrating Business Analytics in Educational Decision-Making: A Multifaceted Approach to Enhance Learning Outcomes in EFL Contexts

M. Cho, J. Kim, J. Kim, K. Park*

Mathematics, 12(5), 620, 2024

Journal

Leveraging machine learning for automatic topic discovery and forecasting of process mining research: A literature review

G. Park, M. Cho*, J. Lee

Expert Systems With Applications, 239: 122435, 2024

Journal

APPARATUS AND METHOD FOR GENERATING PREDICTIVE INFORMATION ON DEVELOPMENT POSSIBILITY OF PROMISING TECHNOLOGY

M. Cho, J. Lee

Registered in Korea, 10-2666388, 2024

Patent

2023

Toward understanding learning patterns in an open online learning platform using process mining

T. Kim, H. Kim, M. Cho*

Journal of Intelligence and Information Systems, 29(2): 285-301, 2023

Journal

Exploring the potential of OMOP common data model for process mining in healthcare

K. Park, M. Cho, M. Song*, S. Yoo*, H. Baek, S. Kim, K. Kim

PLOS ONE, 18(1): e0279641, 2023

Journal

Representational learning for process models

J. Kim, M. Cho

Industrial Engineering and Management Science, Seoul, Korea, June 1-3, 2023

Conference Korean

2022

Exploring the relationship between bias and user satisfaction in recommendation systems: A systematic literature review

J. Lee, K. Park, M. Cho*

Journal of Digital Contents Society, 23(9): 1823-1832, 2022

Journal

A Multi-Document Summarization System using Heuristic Clustering: The Case of Semiconductor Industry

J.-Y. Kim, J.-E. Lee, J.-E. Lee, Y.-H. Lee, S. Lee, M. Cho*

Journal of Digital Contents Society, 23(8): 1437-1445, 2022

Journal

Predictions on process performances based on GNN

J. Kim, M. Cho

Asia Pacific Industrial Engineering & Management Systems 2022, Taichung, Taiwan, November 6-9, 2022

Conference

Data-driven Customer Journey Analysis using Process Mining

K. Park, M. Cho, Y. Jang, S. Chung, M. Song

Asia Pacific Industrial Engineering & Management Systems 2022, Taichung, Taiwan, November 6-9, 2022

Conference

Development of the real-time false advertisement classification service using XAI

S. Kwak, J. Kim, S. Oh, M. Cho

Annual Spring Conference of KIPS, Seoul, Korea, May 19-21, 2022

Conference Korean

Learning analytics of Felder-Silverman based on process mining

N. Kwon, J. Kim, M. Cho, K. Park

Industrial Engineering and Management Science, Seoul, Korea, June 1-4, 2022

Conference Korean

Automatic blind system for malicious comments on YouTube using Natural Language Processing

J. Lee, J. Lee, Y. Lim, K. Park, M. Cho

HCI Korea 2022, Seoul, Korea, February 13-16, 2022

Conference Korean

2021

Quality-Aware Resource Model Discovery

M. Cho, G. Park, M. Song*, J. Lee, E. Kim

Applied Sciences, 11(12): 5730, 2021

Journal

Survey of Current Status of Casting Industry in Korea

M. Cho, J. Lee, S.-H. Lee, S.-M. Lee*

Journal of Korea Foundry Society, 41(2): 144-152, 2021

Journal

Discovery of Resource-oriented Transition Systems for Yield Enhancement in Semiconductor Manufacturing

M. Cho, G. Park, M. Song*, J. Lee, B. Lee, E. Kim

IEEE Transactions on Semiconductor Manufacturing, 34(1): 17-24, 2021

Journal

Game recommendation systems using Word2Vec and KoBART

S. Choi, J. Kim, M. Cho

Industrial Engineering and Management Science, Seoul, Korea, November 12, 2021

Conference Korean

2020

Process Mining-Supported Emergency Room Process Performance Indicators

M. Cho, M. Song*, J. Park, S.-R. Yeom, I.-J. Wang, B.-K. Choi

International Journal of Environmental Research and Public Health, 17(17): 6290, 2020

Journal

Developing Data-driven Clinical Pathways using Electronic Health Records: The Cases of Total Laparoscopic Hysterectomy and Rotator Cuff Tears

M. Cho†, K. Kim†, J. Lim, H. Baek, S. Kim, H. Hwang, M. Song*, S. Yoo* (†: equal contribution)

International Journal of Medical Informatics, 133:104015, 2020

Journal

Deriving a sophisticated clinical pathway based on patient conditions from electronic health record data

J. Lim, K. Kim, H. Baek, S. Kim, H. Hwang, S. Yoo, M. Song

PODS4H 2020 @ ICPM 2020, Padua, Italy, October 4-9, 2020

Conference

2019

An Evidence-based Decision Support Framework for Clinician Medical Scheduling

M. Cho, M. Song*, S. Yoo, H.A. Reijers

IEEE Access, 7:15239-15249, 2019

Journal

Developing Process Performance Indicators for Emergency Room Processes

M. Cho, M. Song, S.-R. Yeom, I.-J. Wang, B.-K. Choi

PODS4H 2019 @ BPM 2019, Vienna, Austria, September 1-6, 2019

Conference

2018

Analysis of length of hospital stay using electronic health records: A statistical and data mining approach

H. Baek†, M. Cho†, S. Kim, H. Hwang, M. Song*, S. Yoo* (†: equal contribution)

PLOS ONE, 13(4):e0195901, 2018

Journal

2017

A Development on a Predictive Model for Buying Unemployment Insurance Program Based on Public Data

M. Cho, D. Kim, M. Song*, G. Kim, C. Jung, K. Kim

The Korean Journal of BigData, 2(2):17-31, 2017

Journal

Evaluating the effect of best practices for business process redesign: An evidence-based approach based on process mining techniques

M. Cho, M. Song*, M. Comuzzi, S. Yoo

Decision Support Systems, 104:92-103, 2017

Journal

A New Framework for Defining Realistic SLAs: An Evidence-Based Approach

M. Cho, M. Song, C. Müller, P. Fernandez, A. del-Rio-Ortega, M. Resinas, A. Ruiz-Cortés

BPM 2017 Forum, LNBIP Vol.297, Barcelona, Spain, September 10-15, 2017

Conference

Devising an SLA-Aware Methodology to Improve Process Performance

C. Müller, M. Cho, P. Fernandez, M. Song, M. Resinas, A. Ruiz-Cortés

Jornadas de Ciencia e Ingenieria de Servicios, Spain, July 19-21, 2017

Conference

2016

Assessment of Hospital Processes Using a Process Mining Technique: Outpatient Process Analysis at a Tertiary Hospital

S. Yoo, M. Cho, E. Kim, S. Kim, Y. Sim, D. Yoo, H. Hwang, M. Song*

International Journal of Medical Informatics, 88:34-43, 2016

Journal

2015

A Systematic Methodology for Outpatient Process Analysis based on Process Mining

M. Cho, M. Song*, S. Yoo

International Journal of Industrial Engineering: Theory, Applications, and Practice, 22(4):480-493, 2015

Journal

Conformance Analysis of Clinical Pathway Using Electronic Health Record Data

S. Yoo, M. Cho, S. Kim, E. Kim, S. Park, K. Kim, H. Hwang, M. Song*

Healthcare Informatics Research, 21(3):161-166, 2015

Journal

A Systematic Methodology for Outpatient Process Analysis Based on Process Mining

M. Cho, M. Song, S. Yoo

Asia Pacific Business Process Management, LNBIP Vol.181, pp.31-42, Brisbane, Australia, July 3-4, 2014

Conference

2014

A System Architecture for Manufacturing Process Analysis based on Big Data and Process Mining Techniques

H. Yang, M. Park, M. Cho, M. Song, S. Kim

IEEE International Conference on Big Data, pp.1024-1029, Washington D.C, USA, October 27-30, 2014

Conference