# Gyunam Park > Gyunam Park, assistant professor at Eindhoven University of Technology. Process mining at the intersection of data science and process science: object-centric process mining, predictive process monitoring, process simulation and neuro-symbolic AI, with applications in manufacturing and healthcare. Tenured Assistant Professor at TU/e | Group Lead at Fraunhofer FIT. This is the research site of Gyunam Park (https://www.gyunam.com/). Every page is also served as Markdown at its own URL plus `index.md`. The whole site in one file is https://www.gyunam.com/llms-full.txt. Structured exports (JSON, BibTeX) are under https://www.gyunam.com/data/. ## About - [Profile](https://www.gyunam.com/index.md): biography, research vision, how the research lines fit together - [CV (PDF)](https://www.gyunam.com/files/cv.pdf) ## Research lines - [Neuro-symbolic process learning](https://www.gyunam.com/research-line/neuro-symbolic-process-learning/index.md): Injecting formal process knowledge from guidelines, regulations and documented procedures into learning systems, as a prior that shapes what a model believes and as a guardrail that bounds what it predicts and recommends. - [Object-centric process mining](https://www.gyunam.com/research-line/object-centric-process-mining/index.md): Process mining for processes in which orders, items, invoices, machines and patients interact, instead of one isolated case at a time. - [Prescriptive process analytics and digital twins](https://www.gyunam.com/research-line/prescriptive-process-analytics/index.md): From predicting process problems to recommending actions and testing them in simulation models and digital twins of organizations before they reach the real process. - [Process discovery and diagnostics](https://www.gyunam.com/research-line/process-discovery-and-diagnostics/index.md): Turning event data into process models and diagnoses that people can read and trust, from sound yet expressive discovery to performance patterns, deviations and resource effects. ## Funded research/industry projects - [euroFMX: Foundational Models for Trustworthy Industrial Generative AI in Europe](https://www.gyunam.com/funding/eurofmx/index.md): European Commission, 2026 – 2029, EUR 45 M. EU project building trustworthy foundation models for industrial generative AI; the TU/e contribution covers graph-based data modelling, neuro-symbolic AI and active inference for AI agents in manufacturing. - [Auditing Process Improvement](https://www.gyunam.com/funding/ey-auditing/index.md): EY (Ernst & Young), 2026 – present. Industry collaboration with EY on a tool for auditing processes. - [PMTk: Process Mining Toolkit](https://www.gyunam.com/funding/pmtk/index.md): Process Intelligence Solutions GmbH, 2025 – 2026. Development of a process-mining software toolkit for Process Intelligence Solutions. - [JAIF: JUPITER AI Factory](https://www.gyunam.com/funding/jaif/index.md): EuroHPC Joint Undertaking, German Federal Ministry of Education and Research (BMBF), and the science ministries of North Rhine-Westphalia and Hesse, 2025 – 2028, EUR 55 M. EuroHPC AI Factory around JUPITER, Europe's first exascale supercomputer; Fraunhofer FIT task supporting start-ups, SMEs, industry and academia in using JUPITER for AI. - [AI-BioDynamics: AI for Scalable Biodiversity Monitoring](https://www.gyunam.com/funding/ai-biodynamics/index.md): German Federal Ministry of Education and Research (BMBF) and Korean Ministry of Science and ICT (MSIT), bilateral DE-KR programme, 2025 – 2029, EUR 1.3 M. Bilateral German-Korean project building a biodiversity monitoring platform that combines satellite, radar and citizen-science data with knowledge-guided deep learning, transfer learning and process mining. - [Process Modeling Using LLMs](https://www.gyunam.com/funding/process-modeling-llms/index.md): Fraunhofer ZV, 2024 – 2025, EUR 30 k. Fraunhofer-funded project on generating process models with large language models. - [PM4KNIME: Process Mining Extension for KNIME](https://www.gyunam.com/funding/pm4knime/index.md): KNIME AG, 2024 – present. Design and development of an open process-mining extension for the KNIME analytics platform. - [AIStudyBuddy](https://www.gyunam.com/funding/aistudybuddy/index.md): German Federal Ministry of Education and Research (BMBF), project agency VDI/VDE-IT, 2023 – 2024, EUR 3.9 M. This project aims to introduce AI-driven resources and assessments to enhance the teaching and learning experiences for students and curriculum planners. The AI-enabled 'study companion' tool offers targeted assistance to students, like setting objectives to secure top grades in a course and … - [Root cause analysis of bottlenecks in FAB](https://www.gyunam.com/funding/samsung-3rd/index.md): Samsung Electronics, 2019 – 2020 - [Development of algorithm for recommending best resource path using AI](https://www.gyunam.com/funding/samsung-2nd/index.md): Samsung Electronics, 2018 - [Development of best reference resource mining algorithm](https://www.gyunam.com/funding/samsung-1st/index.md): Samsung Electronics, 2017. The importance of efficiently operating and managing manufacturing equipment in a process is highlighted in this research. By utilizing process mining techniques, analysis of equipment status and operation status becomes possible. The research aims to develop an equipment mining algorithm for … ## Software - [ProAct: Action-Oriented Process Mining](https://www.gyunam.com/software_project/proact/index.md): *A Tool for Action-Oriented Process Mining: Turning Events to Actions.* Action-oriented process mining focuses on generating necessary management actions that enhance business processes' performance. These actions are derived by analyzing event data through process mining techniques. ProAct is a … - [OCPA: Object-Centric Process Analysis](https://www.gyunam.com/software_project/ocpa/index.md): A Python library dedicated to the analysis of object-centric event data. The library includes capabilities for handling and processing object-centric event logs, carrying out process discovery, assessing process models, analyzing process performance, and supporting predictive process monitoring. … ## Publications - [Toward Automated Ticket Escalation in Customer Support Processes: From Emails to Explainable Predictions](https://www.gyunam.com/publication/2026-bpm-ticketescalation/index.md). Furkan Kocak, Gyunam Park. Business Process Management, 444–463, 2026. Springer. - [Neuro-Symbolic Prescriptive Process Analytics: Learning Compliant and Effective Process Recommendations Through Constraint Distillation](https://www.gyunam.com/publication/2026-bpm-nesyprescriptive/index.md). Gyunam Park. Business Process Management, 503–520, 2026. Springer. - [Neuro-symbolic AI for BPM](https://www.gyunam.com/publication/2026-bpm-nesybpm/index.md). Gyunam Park, Fabrizio De Santis. Business Process Management, 31–36, 2026. Springer. - [Fairness in Prescriptive Process Analytics: Integrating Fairness Constraints into the Learning Phase](https://www.gyunam.com/publication/2026-bpm-fairness/index.md). Fabrizio De Santis, Alessandro Padella, Gyunam Park, Francesco Zanichelli, Massimiliano de Leoni. Business Process Management, 369–387, 2026. Springer. - [Analyzing structural, operational, and performance impact of process-aware information system updates](https://www.gyunam.com/publication/2026-is-processawareimpact/index.md). Gyunam Park, Marco Comuzzi, Wil M. P. van der Aalst. Information Systems, 143, 102794, 2026. Elsevier. - [A discovery technique for expressive yet sound process models](https://www.gyunam.com/publication/2026-procsci-sounddiscovery/index.md). Humam Kourani, Gyunam Park, Wil M. P. van der Aalst. Process Science, 3(1), 14, 2026. Springer. - [Neuro-Symbolic Process Anomaly Detection](https://www.gyunam.com/publication/2026-caise-nesyanomaly/index.md). Devashish Gaikwad, Wil M. P. van der Aalst, Gyunam Park. Advanced Information Systems Engineering - 38th International Conference, CAiSE 2026, Verona, Italy, June 8-12, 2026, Proceedings, Part II, LNCS 16559, 240–255, 2026. Springer. - [Compliance-Aware Predictive Process Monitoring: A Neuro-Symbolic Approach](https://www.gyunam.com/publication/2026-caise-complianceppm/index.md). Fabrizio De Santis, Gyunam Park, Wil M. P. van der Aalst, Francesco Zanichelli. Advanced Information Systems Engineering, 223–239, 2026. Springer. - [Flexible and Hierarchical Decomposition of Workflow Nets for Process Analysis](https://www.gyunam.com/publication/2026-caise-decomposition/index.md). Tsung-Hao Huang, Lukas M. Jansen, Marco Pegoraro, Gyunam Park, Wil M. P. van der Aalst. Advanced Information Systems Engineering, 305–321, 2026. Springer. - [PerSpect: An Interactive Tool for Performance Pattern Mining](https://www.gyunam.com/publication/2026-caise-forum-perspect/index.md). Moritz Schlegelmilch, Piotr Zaniewski, Volodymyr Diemieniev, Jasper Saathoff, Tsung-Hao Huang, Gyunam Park. Intelligent Information Systems - CAiSE 2026 Forum and Doctoral Consortium, Verona, Italy, June 8-12, 2026, Proceedings, LNBIP 587, 158–166, 2026. Springer. - [Neuro-Symbolic Learning for Predictive Process Monitoring via Two-Stage Logic Tensor Networks with Rule Pruning](https://www.gyunam.com/publication/2026-pakdd-twostage/index.md). Fabrizio De Santis, Gyunam Park, Francesco Zanichelli. Advances in Knowledge Discovery and Data Mining - 30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, Hong Kong, China, June 9-12, 2026, Proceedings, Part II, LNCS 16598, 104–118, 2026. Springer. - [Neuro-symbolic artificial intelligence for real-time sepsis mortality prediction](https://www.gyunam.com/publication/2026-eaai-sepsis/index.md). Fabrizio De Santis, Gyunam Park, Francesco Zanichelli. Engineering Applications of Artificial Intelligence, 177, 114920, 2026. Elsevier. - [Configuring Large Reasoning Models Using Process Mining: A Benchmark and a Case Study](https://www.gyunam.com/publication/2025-bpm-workshop-lrm/index.md). Alessandro Berti, Humam Kourani, Gyunam Park, Wil M. P. van der Aalst. Business Process Management Workshops, 412–424, 2026. Springer. - [Extracting declarative constraints for process modeling from natural language descriptions with large language models](https://www.gyunam.com/publication/2026-dss-declarativenl/index.md). Gyunam Park, Julian Kofferath, Minsu Cho. Decision Support Systems, 203, 114627, 2026. Elsevier. - [Reliable and Configurable Process Simulations via Probabilistic White-Box Models](https://www.gyunam.com/publication/2025-icsoc-whiteboxsim/index.md). Francesco Vinci, Gyunam Park, Wil M. P. van der Aalst, Massimiliano de Leoni. Service-Oriented Computing, 337–352, 2026. Springer. - [GOProQ: A Graphical Query Language for Object-Centric Process Analysis](https://www.gyunam.com/publication/2025-icsoc-goproq/index.md). Gyunam Park, Jan Niklas Adams, Daniel Schuster. Service-Oriented Computing - 23rd International Conference, ICSOC 2025, Shenzhen, China, December 1-4, 2025, Proceedings, Part II, LNCS 16321, 287–305, 2026. Springer. - [Prosit: A tool for interactive and transparent process simulations](https://www.gyunam.com/publication/2025-icsoc-prosit/index.md). Francesco Vinci, Gyunam Park, Wil M. P. van der Aalst, Massimiliano de Leoni. Proceedings of the 23rd International Conference on Service-Oriented Computing (ICSOC 2025), Demo Track. Lecture Notes in Computer Science, Springer, Cham, 2025. - [Unlocking Non-Block-Structured Decisions: Inductive Mining with Choice Graphs](https://www.gyunam.com/publication/2025-bpm-powl/index.md). Humam Kourani, Gyunam Park, Wil M. P. van der Aalst. Business Process Management, 144–161, 2025. Springer. - [Online Discovery of Simulation Models for Evolving Business Processes](https://www.gyunam.com/publication/2025-bpm-sim/index.md). Francesco Vinci, Gyunam Park, Wil M. P. van der Aalst, Massimiliano de Leoni. Business Process Management, 451–468, 2025. Springer. - [Translating Workflow Nets into the Partially Ordered Workflow Language](https://www.gyunam.com/publication/2025-petri/index.md). Humam Kourani, Gyunam Park, Wil M. P. van der Aalst. Application and Theory of Petri Nets and Concurrency - 46th International Conference, PETRI NETS 2025, Paris, France, June 22-27, 2025, Proceedings, LNCS 15714, 242–264, 2025. Springer. - [Operational process monitoring: An object-centric approach](https://www.gyunam.com/publication/2024-comind/index.md). Gyunam Park, Wil M. P. van der Aalst. Computers in Industry, 164, 104170, 2025. Elsevier. - [Learning recommendations from educational event data in higher education](https://www.gyunam.com/publication/2024-jiis-learningrecommendation/index.md). Gyunam Park, Lukas Liss, Wil M. P. van der Aalst. Journal of Intelligent Information Systems, 2024. Springer. - [Super Variants](https://www.gyunam.com/publication/2024-bpm/index.md). Jan Niklas Adams, Emilie Hastrup-Kiil, Gyunam Park, Wil M. P. van der Aalst. 22nd Business Process Management Conference 2024, BPM2024, Krakow, Poland, 1-6 September, 2024, Proceedings, LNCS 14940, 111–128, 2024. Springer. - [Conformance Checking and Performance Analysis Using Object-Centric Directly-Follows Graphs](https://www.gyunam.com/publication/2024-bpm-forum/index.md). Gyunam Park, Jan Niklas Adams, Wil M. P. van der Aalst. 22nd Business Process Management Forum 2024, BPM Forum2024, Krakow, Poland, 1-6 September, 2024, Proceedings, 179–196, 2024. Springer. - [Unlocking learner engagement and performance - A multidimensional approach to mapping learners to learning cohorts](https://www.gyunam.com/publication/2024-kim-unlocking/index.md). Hyomin Kim, Gyunam Park, Minsu Cho. Education and Information Technologies, 1–41, 2024. Springer. - [Improving Predictive Process Monitoring Using Object-Centric Process Mining](https://www.gyunam.com/publication/2024-ecis/index.md). Jan Niklas Adams, Gyunam Park, Wil M. P. van der Aalst. The 32nd European Conference on Information Systems, ECIS2024, Paphos, Cyprus, 13-19 June, 2024, Proceedings, 2024. - [Overstock Problems in a Purchase-to-Pay Process: An Object-CentricProcess Mining Case Study](https://www.gyunam.com/publication/2024-caise-w/index.md). Dina Kretzschmann, Gyunam Park, Alessandro Berti, Wil M. P. van der Aalst. Advanced Information Systems Engineering Workshops - CAiSE 2024 InternationalWorkshops, Limassol, Cyprus, June 3-7, 2024, Proceedings, LNBIP 521, 347–359, 2024. Springer. - [Leveraging machine learning for automatic topic discovery and forecasting of process mining research: A literature review](https://www.gyunam.com/publication/2024-eswa/index.md). Gyunam Park, Minsu Cho, Jiyoon Lee. Expert Systems with Applications, 239, 122435, 2024. Elsevier. - [Incorporating Behavioral Recommendations Mined from Event Logs into AI Planning](https://www.gyunam.com/publication/2024-caise-f/index.md). Gyunam Park, Majid Rafiei, Hayyan Helal, Gerhard Lakemeyer, Wil M. P. van der Aalst. 36th International Conference on Advanced Information Systems Engineering Forum, CAiSE Forum2024, Limassol, Cyprus, 03-07 June, 2024, Proceedings, LNBIP 520, 20–28, 2024. Springer. - [Enhancing healthcare process analysis through object-centric process mining: Transforming OMOP common data models into object-centric event logs](https://www.gyunam.com/publication/2024-jbi-omop/index.md). Gyunam Park, Yaejin Lee, Minsu Cho. Journal of Biomedical Informatics, 104682, 2024. Elsevier. - [Analyzing interconnected processes: using object-centric process mining to analyze procurement processes](https://www.gyunam.com/publication/2025-ijdsa-p2p/index.md). Alessandro Berti, Urszula Jessen, Gyunam Park, Majid Rafiei, Wil M. P. van der Aalst. International Journal of Data Science and Analytics, 20(2), 475–497, 2023. Springer. - [Preserving Complex Object-Centric Graph Structures to Improve Machine Learning Tasks in Process Mining](https://www.gyunam.com/publication/2023-eaai/index.md). Jan Niklas Adams, Gyunam Park, Wil M. P. van der Aalst. Engineering Applications of Artificial Intelligence, 125, 106764, 2023. Elsevier. - [A Generic Approach to Extract Object-Centric Event Data from Databases Supporting SAP ERP](https://www.gyunam.com/publication/2023-jiis-generic-sap-extraction/index.md). Alessandro Berti, Gyunam Park, Majid Rafiei, Wil MP van der Aalst. Journal of Intelligent Information Systems, 61(3), 835–857, 2023. Springer. - [Optimizing Resource Allocation Based on Predictive Process Monitoring](https://www.gyunam.com/publication/2023-access/index.md). Gyunam Park, Minseok Song. IEEE Access, 11, 38309–38323, 2023. IEEE. - [Performance-preserving event log sampling for predictive monitoring](https://www.gyunam.com/publication/2023-sampling-jiis/index.md). Mohammadreza Fani Sani, Mozhgan Vazifehdoostirani, Gyunam Park, Marco Pegoraro, Sebastiaan J van Zelst, Wil MP van der Aalst. Journal of Intelligent Information Systems, 61(1), 53–82, 2023. Springer. - [Monitoring Constraints in Business Processes Using Object-Centric Constraint Graphs](https://www.gyunam.com/publication/2022-pqmi/index.md). Gyunam Park, Wil M. P. van der Aalst. Process Mining Workshops - ICPM 2022 International Workshops, Bozen-Bolzano, Italy, October 23-28, 2022, Revised Selected Papers, LNBIP 468, 479–492, 2023. Springer. - [Interactive Process Identification and Selection from SAP ERP](https://www.gyunam.com/publication/2022-icpm-demo/index.md). Julian Weber, Gyunam Park, Majid Rafiei, Wil M. P. van der Aalst. Proceedings of the ICPM Doctoral Consortium and Demo Track 2022 co-located with 4th International Conference on Process Mining (ICPM 2022), Bolzano, Italy, October, 2022, CEUR-WS 3299, 61–64, 2023. CEUR-WS.org. - [Pattern-based action engine: Generating process management actions using temporal patterns of process-centric problems](https://www.gyunam.com/publication/2023-comind-actionengine/index.md). Gyunam Park, Daniel Schuster, Wil M. P. van der Aalst. Comput. Ind., 153, 104020, 2023. Elsevier. - [Extracting Rules from Event Data for Study Planning](https://www.gyunam.com/publication/2023-icpm-edupm/index.md). Majid Rafiei, Duygu Bayrak, Mahsa Pourbafrani, Gyunam Park, Hayyan Helal, Gerhard Lakemeyer, Wil M. P. van der Aalst. Process Mining Workshops - ICPM 2023 International Workshops, Rome,Italy, October 23-27, 2023, Revised Selected Papers, LNBIP 503, 361–374, 2023. Springer. - [Checking Constraints for Object-Centric Process Executions](https://www.gyunam.com/publication/2023-icpm-pqmi/index.md). Tian Li, Gyunam Park, Wil M. P. van der Aalst. Process Mining Workshops - ICPM 2023 International Workshops, Rome,Italy, October 23-27, 2023, Revised Selected Papers, LNBIP 503, 392–405, 2023. Springer. - [Analyzing an After-Sales Service Process Using Object-Centric ProcessMining: A Case Study](https://www.gyunam.com/publication/2023-icpm-pqmi-2/index.md). Gyunam Park, Sevde Aydin, Cüneyt Ugur, Wil M. P. van der Aalst. Process Mining Workshops - ICPM 2023 International Workshops, Rome,Italy, October 23-27, 2023, Revised Selected Papers, LNBIP 503, 406–418, 2023. Springer. - [ocpa: A Python library for object-centric process analysis](https://www.gyunam.com/publication/2023-softwareimpact/index.md). Jan Niklas Adams, Gyunam Park, Wil M. P. van der Aalst. Softw. Impacts, 14, 100438, 2022. Elsevier. - [Explainable Predictive Decision Mining for Operational Support](https://www.gyunam.com/publication/2022-icsoc-workshop/index.md). Gyunam Park, Aaron Küsters, Mara Tews, Cameron Pitsch, Jonathan Schneider, Wil M. P. van der Aalst. Service-Oriented Computing - ICSOC 2022 Workshops - ASOCA, AI-PA, FMCIoT, WESOACS 2022, Sevilla, Spain, November 29 - December 2, 2022 Proceedings, LNCS 13821, 66–79, 2022. Springer. - [Detecting Context-Aware Deviations in Process Executions](https://www.gyunam.com/publication/2022-bpm-forum/index.md). Gyunam Park, Janik-Vasily Benzin, Wil M. P. van der Aalst. Business Process Management Forum - BPM 2022 Forum, Münster, Germany, September 11-16, 2022, Proceedings, LNBIP 458, 190–206, 2022. Springer. - [Action-Oriented Process Mining: Bridging the Gap Between Insights and Actions](https://www.gyunam.com/publication/2022-prai/index.md). Gyunam Park, Wil MP van der Aalst. Progress in Artificial Intelligence, 2022. Springer. - [Analyzing Process-Aware Information System Updates Using Digital Twins of Organizations](https://www.gyunam.com/publication/2022-rcis/index.md). Gyunam Park, Marco Comuzzi, Wil M. P. van der Aalst. Research Challenges in Information Science - 16th International Conference, RCIS 2022, Barcelona, Spain, May 17-20, 2022, Proceedings, LNBIP 446, 159–176, 2022. Springer. - [OPerA: Object-Centric Performance Analysis](https://www.gyunam.com/publication/2022-er/index.md). Gyunam Park, Jan Niklas Adams, Wil M. P. van der Aalst. Conceptual Modeling - 41st International Conference, ER 2022, Hyderabad, India, October 17-20, 2022, Proceedings, LNCS 13607, 281–292, 2022. Springer. - [A Framework for Extracting and Encoding Features from Object-Centric Event Data](https://www.gyunam.com/publication/2022-icsoc/index.md). Jan Niklas Adams, Gyunam Park, Sergej Levich, Daniel Schuster, Wil M. P. van der Aalst. Service-Oriented Computing - 20th International Conference, ICSOC 2022, Seville, Spain, November 29 - December 2, 2022, Proceedings, LNCS 13740, 36–53, 2022. Springer. - [Event Log Sampling for Predictive Monitoring](https://www.gyunam.com/publication/2021-ml4pm/index.md). Mohammadreza Fani Sani, Mozhgan Vazifehdoostirani, Gyunam Park, Marco Pegoraro, Sebastiaan J. van Zelst, and Wil M.P. van der Aalst. International Workshop on Leveraging Machine Learning in Process Mining (ML4PM), LNBIP 433, 154–166, 2021. Springer. - [Realizing A Digital Twin of An Organization Using Action-oriented Process Mining](https://www.gyunam.com/publication/2021-icpm/index.md). Gyunam Park, Wil M.P. van der Aalst. 2021 International Conference on Process Mining (ICPM), 104–111, 2021. IEEE. - [An Event Data Extraction Approach from SAP ERP for Process Mining](https://www.gyunam.com/publication/2021-pqmi/index.md). Alessandro Berti, Gyunam Park, Majid Rafiei, and Wil van der Aalst. 6th International Workshop on Process Querying, Manipulation, and Intelligence (PQMI), LNBIP 433, 255–267, 2021. Springer. - [Discovery of Resource-Oriented Transition Systems for Yield Enhancement in Semiconductor Manufacturing](https://www.gyunam.com/publication/2020-ieee-tsm/index.md). Minsu Cho, Gyunam Park, Minseok Song, Jinyoun Lee, Byeongeon Lee, Euiseok Kum. IEEE Transactions on Semiconductor Manufacturing, 34(1), 17–24, 2021. IEEE. - [Towards Reliable Business Process Simulation: A Framework to Integrate ERP Systems](https://www.gyunam.com/publication/2021-bpmds/index.md). Gyunam Park, Wil M.P. van der Aalst. International Conference on Business Process Modeling, Development and Support, LNBIP 421, 112–127, 2021. Springer. - [OCEL: A Standard for Object-Centric Event Logs](https://www.gyunam.com/publication/2021-simpda/index.md). Anahita Farhang Ghahfarokhi, Gyunam Park, Alessandro Berti, Wil M.P. van der Aalst. European Conference on Advances in Databases and Information Systems, CCIS 1450, 169–175, 2021. Springer. - [Quality-Aware Resource Model Discovery](https://www.gyunam.com/publication/2021-applied-sciences/index.md). Minsu Cho, Gyunam Park, Minseok Song, Jinyoun Lee, Euiseok Kum. Applied Sciences, 11(12), 2021. MDPI. - [A Scalable Database for the Storage of Object-Centric Event Logs](https://www.gyunam.com/publication/2021-icpm-demo/index.md). Alessandro Berti, Anahita Farhang Ghahfarokhi, Gyunam Park, Wil M. P. van der Aalst. CoRR, 2021. - [A General Framework for Action-Oriented Process Mining](https://www.gyunam.com/publication/2021-bpm/index.md). Gyunam Park, Wil M.P. van der Aalst. 2020 International Conference on Business Process Management, LNBIP 397, 206–218, 2021. Springer. - [From predictive to prescriptive process monitoring: Recommending the next best actions instead of calculating the next most likely events](https://www.gyunam.com/publication/2020-wi/index.md). Sven Weinzierl, Sandra Zilker, Matthias Stierle, Gyunam Park, Martin Matzner. 14th Internationale Tagung Wirtschaftsinformatik, 364–368, 2020. GITO Verlag. - [Predicting performances in business processes using deep neural networks](https://www.gyunam.com/publication/2020-dss/index.md). Gyunam Park, Minseok Song. Decision Support Systems, 129, 2020. Elsevier. - [Prediction-based Resource Allocation using LSTM and Minimum Cost and Maximum Flow Algorithm](https://www.gyunam.com/publication/2019-icpm/index.md). Gyunam Park, Minseok Song. 2019 International Conference on Process Mining, 121–128, 2019. IEEE. ## Teaching - [Foundations of Data Analytics](https://www.gyunam.com/teaching/foundations-data-analytics/index.md): Lecturer, Undergraduate course, Eindhoven University of Technology, 2026 – present - [Foundation Data Challenge](https://www.gyunam.com/teaching/foundation-data-challenge/index.md): Lecturer, Undergraduate course, Eindhoven University of Technology, 2026 – present - [Seminar Process Analytics](https://www.gyunam.com/teaching/pa-seminar/index.md): Lecturer, Graduate course, Eindhoven University of Technology, 2025 – present - [Process Discovery Using Python](https://www.gyunam.com/teaching/software-lab/index.md): Lecturer, Graduate lab course, RWTH Aachen University, 2022 – 2025 - [Introduction to Process Discovery Using Python](https://www.gyunam.com/teaching/intro-process-discovery-python/index.md): Lecturer, Undergraduate lab course, RWTH Aachen University, 2022 – 2025 - [Introduction to Data Science](https://www.gyunam.com/teaching/ids/index.md): Instructor, Graduate course, RWTH Aachen University, 2019 – 2022 - [Selected Topics in Process Mining](https://www.gyunam.com/teaching/seminar-selected-topics/index.md): Instructor, Graduate course, RWTH Aachen University, 2021 - [Business Process Intelligence](https://www.gyunam.com/teaching/bpi/index.md): Instructor, Undergraduate course, RWTH Aachen University, 2020 - [AI and IoT Technology Training Program](https://www.gyunam.com/teaching/ai-iot-training/index.md): Tutor, Training program, POSTECH, 2018 - [POSCO AI-Expert Training Program](https://www.gyunam.com/teaching/posco-ai-expert/index.md): Tutor, Training program, POSCO, 2018 - [Introduction to Optimization](https://www.gyunam.com/teaching/intro-optimization/index.md): Teaching Assistant, Undergraduate course, POSTECH, 2018 - [Database System](https://www.gyunam.com/teaching/database-system/index.md): Teaching Assistant, Undergraduate course, POSTECH, 2017 ## Data exports - [publications.json](https://www.gyunam.com/data/publications.json): every publication with authors, venue, DOI, abstract and research lines - [publications.bib](https://www.gyunam.com/data/publications.bib): BibTeX for every publication - [software.json](https://www.gyunam.com/data/software.json): software with its full Markdown body - [grants.json](https://www.gyunam.com/data/grants.json): funded and industry projects - [talks.json](https://www.gyunam.com/data/talks.json): talks - [Sitemap](https://www.gyunam.com/sitemap.xml)