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Minsuk Song

Pohang University of Science and Technology · Business, Management and Accounting

About the Lab

Professor Minsuk Song's research lab specializes in healthcare informatics and process intelligence, focusing on leveraging electronic health records, process mining, and blockchain technologies to improve hospital efficiency, patient safety, and health information exchange. The lab develops decision support systems and data-driven models to optimize clinical workflows, such as inpatient stay management, emergency room operations, and hydrogen refueling infrastructure planning. A key focus is on transforming standardized health data (e.g., OMOP CDM) into actionable process insights through advanced analytics and visualization. The lab also explores privacy-preserving solutions for secure health data sharing using blockchain technology.

healthcare process miningelectronic health recordsdecision support systemsblockchain for health information exchangeprocess performance indicators

Research Overview

Papers
125
Total Citations
7,324
Papers (5y)
28
Primary Field
Business, Management and Accounting

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
28total
2022
2023
2024
2025
2026
Citations per year (5y)
416total
20222023202420252026

Selected Papers

15
1
Book Chapter|348 citations·2009
Trace Clustering in Process Mining
Minseok Song, Christian Günther, Wil M. P. van der Aalst
SJR Q3Lecture notes in business information processing
Management Information SystemsBusiness, Management and Accounting
2
Article|347 citations·2018
Analysis of length of hospital stay using electronic health records: A statistical and data mining approach
Hyunyoung Baek, Minsu Cho, Seok Kim, Hee Hwang, Minseok Song, Sooyoung Yoo
SJR Q1PLoS ONEOA

BACKGROUND: The length of stay (LOS) is an important indicator of the efficiency of hospital management. Reduction in the number of inpatient days results in decreased risk of infection and medication side effects, improvement in the quality of treatment, and increased hospital profit with more efficient bed management. The purpose of this study was to determine which factors are associated with length of hospital stay, based on electronic health records, in order to manage hospital stay more ef

Management Information SystemsBusiness, Management and Accounting
3
Article|334 citations·2008
Towards comprehensive support for organizational mining
Minseok Song, Wil M. P. van der Aalst
SJR Q1Decision Support Systems
Management Information SystemsBusiness, Management and Accounting
4
Article|78 citations·2013
A comparative study of dimensionality reduction techniques to enhance trace clustering performances
Minseok Song, Hanna Yang, Seyed Hossein Siadat, Mykola Pechenizkiy
SJR Q1Expert Systems with Applications
Management Information SystemsBusiness, Management and Accounting
5
Article|76 citations·2007
Discovering colored Petri nets from event logs
A. Rozinat, Ronny S. Mans, Minseok Song, Wil M. P. van der Aalst
SJR Q3International Journal on Software Tools for Technology TransferOA

Process-aware information systems typically log events (e.g., in transaction logs or audit trails) related to the actual execution of business processes. Analysis of these execution logs may reveal important knowledge that can help organizations to improve the quality of their services. Starting from a process model, which can be discovered by conventional process mining algorithms, we analyze how data attributes influence the choices made in the process based on past process executions using de

Management Information SystemsBusiness, Management and Accounting
6
Article|71 citations·2019
Predicting performances in business processes using deep neural networks
Gyunam Park, Minseok Song
SJR Q1Decision Support Systems
Building and ConstructionEngineering
7
Article|67 citations·2017
Evaluating the effect of best practices for business process redesign: An evidence-based approach based on process mining techniques
Minsu Cho, Minseok Song, Marco Comuzzi, Sooyoung Yoo
SJR Q1Decision Support Systems
Management Information SystemsBusiness, Management and Accounting
8
Article|51 citations·2015
Assessment of hospital processes using a process mining technique: Outpatient process analysis at a tertiary hospital
Sooyoung Yoo, Minsu Cho, Eunhye Kim, Seok Kim, Yerim Sim, Dong-Hyun Yoo, Hee Hwang, Minseok Song
SJR Q1International Journal of Medical InformaticsOA
Management Information SystemsBusiness, Management and Accounting
9
Article|43 citations·2021
MEXchange: A Privacy-Preserving Blockchain-Based Framework for Health Information Exchange Using Ring Signature and Stealth Address
Deoksang Lee, Minseok Song
SJR Q1IEEE AccessOA

Health information exchange (HIE) refers to the integrated management and secure sharing of health information among healthcare entities. HIE improves healthcare quality and streamline healthcare administrative work. These advantages have propelled health-care stakeholders to implement HIE. However, challenged by issues such as security, privacy, and costs, HIE is not widespread. Recent studies have suggested blockchain-based HIE for solving security and privacy issues. Unfortunately, existing b

Information SystemsComputer Science
10
Article|38 citations·2023
A web-based decision support system (DSS) for hydrogen refueling station location and supply chain optimization
Hyunyoung Ryu, Deoksang Lee, Jaemin Shin, Minseok Song, Seungyeop Lee, Hyunjoon Kim, Byung‐In Kim
SJR Q1International Journal of Hydrogen EnergyOA

This study presents a novel web-based decision support system (DSS) that optimizes the locations of hydrogen refueling stations (HRSs) and hydrogen supply chains (HSCs). The system is developed with a design science approach that identifies key design requirements and features through interviews and literature reviews. Based on the findings, a system architecture and data model were designed, incorporating scenario management, optimization model, visualization, and data management components. Th

Automotive EngineeringEngineering
11
Article|29 citations·2023
Exploring the potential of OMOP common data model for process mining in healthcare
Kangah Park, Minsu Cho, Minseok Song, Sooyoung Yoo, Hyunyoung Baek, Seok Kim, Kidong Kim
SJR Q1PLoS ONEOA

BACKGROUND AND OBJECTIVE: Recently, Electronic Health Records (EHR) are increasingly being converted to Common Data Models (CDMs), a database schema designed to provide standardized vocabularies to facilitate collaborative observational research. To date, however, rare attempts exist to leverage CDM data for healthcare process mining, a technique to derive process-related knowledge (e.g., process model) from event logs. This paper presents a method to extract, construct, and analyze event logs f

Management Information SystemsBusiness, Management and Accounting
12
Article|25 citations·2005
Water-soluble binder with high flexural modulus for powder injection molding
Minseok Song, Min Soo Park, Jin Kon Kim, Il Bum Cho, Kyung Ho Kim, Hwan Jin Sung, Sangho Ahn
SJR Q1Journal of Materials Science
Mechanical EngineeringEngineering
13
Article|23 citations·2020
Process Mining-Supported Emergency Room Process Performance Indicators
Minsu Cho, Minseok Song, Junhyun Park, Seok Ran Yeom, Il Jae Wang, Byung-Kwan Choi
SJR Q2International Journal of Environmental Research and Public HealthOA

Emergency room processes are often exposed to the risk of unexpected factors, and process management based on performance measurements is required due to its connectivity to the quality of care. Regarding this, there have been several attempts to propose a method to analyze the emergency room processes. This paper proposes a framework for process performance indicators utilized in emergency rooms. Based on the devil's quadrangle, i.e., time, cost, quality, and flexibility, the paper suggests mul

Management Information SystemsBusiness, Management and Accounting
14
Article|23 citations·2016
Domain-driven actionable process model discovery
Bernardo Nugroho Yahya, Minseok Song, Hyerim Bae, Sung-ook Sul, Jei‐Zheng Wu
SJR Q1Computers & Industrial Engineering
Management Information SystemsBusiness, Management and Accounting
15
book|22 citations·2013
Asia Pacific Business Process Management
Minseok Song, Moe Thandar Wynn, Jianxun Liu
SJR Q3Lecture notes in business information processing
Management Information SystemsBusiness, Management and Accounting

Research Areas

Management Information SystemsElectronic, Optical and Magnetic MaterialsArtificial IntelligenceIndustrial and Manufacturing EngineeringInformation SystemsPublic Health, Environmental and Occupational Health

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