Process mining workshops: ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers
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| Weitere Verfasser: | , |
| Format: | Tagungsbericht Buch |
| Sprache: | English |
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Cham
Springer
2022
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| Schriftenreihe: | Lecture notes in business information processing
433 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 410 Seiten Illustrationen |
| ISBN: | 9783030985806 |
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Datensatz im Suchindex
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Contents XES 2.0 Workshop and Survey Rethinking the Input for Process Mining: Insights from the XES Survey and Workshop . Moe Thandar Wynn, Julian Lebherz, Wil M. P van der Aalst, Rafael Accorsi, Claudio Di Ciccio, Lakmali Jayarathna, and H. Μ. W. Verbeek 3 EdbA 2021: 2nd International Workshop on Event Data and Behavioral Analytics Probability Estimation of Uncertain Process Trace Realizations . Marco Pegoraro, Bianka Bakullari, Merih Seran Uysal, and Wil M. P. van der Aalst 21 Visualizing Trace Variants from Partially Ordered Event Data. Daniel Schuster, Lukas Schade, Sebastiaan J. van Zeist, and Wil M. P. van der Aalst 34 Analyzing Multi-level BOM-Structured Event Data . Tobias Brockhoff, Merih Seran Uysal, Isabelle Terrier, Heiko Gähner, and Wil M. P. van der Aalst 47 Linac: A Smart Environment Simulator of Human Activities. Gemma Di Federico, Erik Ravn Nikolajsen, Mamuna Azam, and Andrea Burattin 60 Root Cause Analysis in Process Mining with Probabilistic Temporal Logic . Greg Van Houdt, Benoît Depaire, and Niels Martin 73 xPM: A Framework for Process Mining with Exogenous Data . Adam Banham, Sander J. J. Leemans, Moe T. Wynn, and Robert Andrews 85 A Bridging Model for Process Mining and loT. Yannis Bertrand, Jochen De Weerdt, and Estefanía Serrai 98
xii Contents ML4PM 2021: 2nd International Workshop in Leveraging Machine Learning for Process Mining Exploiting Instance Graphs and Graph Neural Networks for Next Activity Prediction . Andrea Chiorrini, Claudia Diamantmi, Alex Mircoli, and Domenico Patena Can Deep Neural Networks Learn Process Model Structure? An Assessment Framework and Analysis . Jari Peeperkorn, Seppe vanden Broucke, and Jochen De Weerdt 115 127 Remaining Time Prediction for Processes with Inter-case Dynamics . Mahsa Pourbafrani, Shreya Kar, Sebastian Kaiser, and Wil Μ. P. van der Aalst 140 Event Log Sampling for Predictive Monitoring . Mohammadreza Fani Sani, Mozhgan Vazifehdoostirani, Gyunam Park, Marco Pegoraro, Sebastiaan J. van Zeist, and Wil M. P van der Aalst 154 Active Anomaly Detection for Key Item Selection in Process Auditing . Ruben Post, Iris Beerepoot, Xixi Lu, Stijn Kas, Sebastiaan Wiewel, Angelique Koopman, and Hajo Reijers 167 Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference Approach. Mahmoud Shoush and Marlon Dumas 180 Quantifying Explainability in Outcome-Oriented Predictive Process Monitoring
. Alexander Stevens, Johannes De Smedt, and Jari Peeperkorn 194 SA4PM 2021: 2nd International Workshop on Streaming Analytics for Process Mining Online Prediction of Aggregated Retailer Consumer Behaviour . Yorick Spenrath, Marwan Hassani, and Boudewijn E van Dongen 211 PErrCas: Process Error Cascade Mining in Trace Streams . Anna Wimbauer, Florian Richter, and Thomas Seidl 224 Continuous Performance Evaluation for Business Process Outcome Monitoring . Suhwan Lee, Marco Comuzzi, and Xixi Lu 237
Contents xiii PQMI 2021: 6th International Workshop on Process Querying, Manipulation, and Intelligence An Event Data Extraction Approach from SAP ERP for Process Mining. Alessandro Berti, Gyimam Park, Majid Rafiei, and Wil Μ. P. van der Aalst 255 Towards a Natural Language Conversational Interface for Process Mining . Luciana Barbieri, Edmundo Roberto Mauro Madeira, Kleber Stroeh, and Wil Μ. P. van der Aalst 268 On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization . Julian Theis, Ilia Mokhtarian, and Houshang Darabi 281 PODS4H 2021: 4th International Workshop on Process-Oriented Data Science for Healthcare Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study . Joscha Grüger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, and Ralph Bergmann Patient Discharge Classification Based on the Hospital Treatment Process . Jonas Cremerius, Maximilian König, Christian Warmuth, and Mathias Weske Combining the Clinical and Operational Perspectives in Heterogeneous Treatment Effect Inference in Healthcare Processes. Sam Verboven and Niels Martin 301 314 327 Interactive Process Mining Applied in a Cardiology Outpatient Department . Juan José Lull, Adrian Cid-Menéndez, Gema Ibanez-Sanchez, Pedro Luis Sanchez, Jose Luis Bayo-Monton, Vicente Traver, and Carlos Fernandez-Llatas 340 Discovering Care Pathways for Multi-morbid Patients Using
Event Graphs . Milad Naeimaei Aali, Felix Mannhardt, and Pieter Jelle Toussaint 352 TPSA 2021: 2nd International Workshop on Trust, Privacy, and Security in Process Analytics Process Mining in Trusted Execution Environments: Towards Hardware Guarantees for Trust-Aware Inter-organizational Process Analysis . Marcel Muller, Anthony Simonet-Boulogne, Souvik Sengupta, and Oliver Beige 369
xiv Contents Quantifying the Re-identification Risk in Published Process Models . Karim Maatouk and Felix Mannhardt 382 Trustworthy Artificial Intelligence and Process Mining: Challenges and Opportunities . Andrew Pery, Majid Rafiei, Michael Simon, and Wil Μ. P. van der Aalst 395 Author Index. 409 |
| adam_txt |
Contents XES 2.0 Workshop and Survey Rethinking the Input for Process Mining: Insights from the XES Survey and Workshop . Moe Thandar Wynn, Julian Lebherz, Wil M. P van der Aalst, Rafael Accorsi, Claudio Di Ciccio, Lakmali Jayarathna, and H. Μ. W. Verbeek 3 EdbA 2021: 2nd International Workshop on Event Data and Behavioral Analytics Probability Estimation of Uncertain Process Trace Realizations . Marco Pegoraro, Bianka Bakullari, Merih Seran Uysal, and Wil M. P. van der Aalst 21 Visualizing Trace Variants from Partially Ordered Event Data. Daniel Schuster, Lukas Schade, Sebastiaan J. van Zeist, and Wil M. P. van der Aalst 34 Analyzing Multi-level BOM-Structured Event Data . Tobias Brockhoff, Merih Seran Uysal, Isabelle Terrier, Heiko Gähner, and Wil M. P. van der Aalst 47 Linac: A Smart Environment Simulator of Human Activities. Gemma Di Federico, Erik Ravn Nikolajsen, Mamuna Azam, and Andrea Burattin 60 Root Cause Analysis in Process Mining with Probabilistic Temporal Logic . Greg Van Houdt, Benoît Depaire, and Niels Martin 73 xPM: A Framework for Process Mining with Exogenous Data . Adam Banham, Sander J. J. Leemans, Moe T. Wynn, and Robert Andrews 85 A Bridging Model for Process Mining and loT. Yannis Bertrand, Jochen De Weerdt, and Estefanía Serrai 98
xii Contents ML4PM 2021: 2nd International Workshop in Leveraging Machine Learning for Process Mining Exploiting Instance Graphs and Graph Neural Networks for Next Activity Prediction . Andrea Chiorrini, Claudia Diamantmi, Alex Mircoli, and Domenico Patena Can Deep Neural Networks Learn Process Model Structure? An Assessment Framework and Analysis . Jari Peeperkorn, Seppe vanden Broucke, and Jochen De Weerdt 115 127 Remaining Time Prediction for Processes with Inter-case Dynamics . Mahsa Pourbafrani, Shreya Kar, Sebastian Kaiser, and Wil Μ. P. van der Aalst 140 Event Log Sampling for Predictive Monitoring . Mohammadreza Fani Sani, Mozhgan Vazifehdoostirani, Gyunam Park, Marco Pegoraro, Sebastiaan J. van Zeist, and Wil M. P van der Aalst 154 Active Anomaly Detection for Key Item Selection in Process Auditing . Ruben Post, Iris Beerepoot, Xixi Lu, Stijn Kas, Sebastiaan Wiewel, Angelique Koopman, and Hajo Reijers 167 Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference Approach. Mahmoud Shoush and Marlon Dumas 180 Quantifying Explainability in Outcome-Oriented Predictive Process Monitoring
. Alexander Stevens, Johannes De Smedt, and Jari Peeperkorn 194 SA4PM 2021: 2nd International Workshop on Streaming Analytics for Process Mining Online Prediction of Aggregated Retailer Consumer Behaviour . Yorick Spenrath, Marwan Hassani, and Boudewijn E van Dongen 211 PErrCas: Process Error Cascade Mining in Trace Streams . Anna Wimbauer, Florian Richter, and Thomas Seidl 224 Continuous Performance Evaluation for Business Process Outcome Monitoring . Suhwan Lee, Marco Comuzzi, and Xixi Lu 237
Contents xiii PQMI 2021: 6th International Workshop on Process Querying, Manipulation, and Intelligence An Event Data Extraction Approach from SAP ERP for Process Mining. Alessandro Berti, Gyimam Park, Majid Rafiei, and Wil Μ. P. van der Aalst 255 Towards a Natural Language Conversational Interface for Process Mining . Luciana Barbieri, Edmundo Roberto Mauro Madeira, Kleber Stroeh, and Wil Μ. P. van der Aalst 268 On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization . Julian Theis, Ilia Mokhtarian, and Houshang Darabi 281 PODS4H 2021: 4th International Workshop on Process-Oriented Data Science for Healthcare Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study . Joscha Grüger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, and Ralph Bergmann Patient Discharge Classification Based on the Hospital Treatment Process . Jonas Cremerius, Maximilian König, Christian Warmuth, and Mathias Weske Combining the Clinical and Operational Perspectives in Heterogeneous Treatment Effect Inference in Healthcare Processes. Sam Verboven and Niels Martin 301 314 327 Interactive Process Mining Applied in a Cardiology Outpatient Department . Juan José Lull, Adrian Cid-Menéndez, Gema Ibanez-Sanchez, Pedro Luis Sanchez, Jose Luis Bayo-Monton, Vicente Traver, and Carlos Fernandez-Llatas 340 Discovering Care Pathways for Multi-morbid Patients Using
Event Graphs . Milad Naeimaei Aali, Felix Mannhardt, and Pieter Jelle Toussaint 352 TPSA 2021: 2nd International Workshop on Trust, Privacy, and Security in Process Analytics Process Mining in Trusted Execution Environments: Towards Hardware Guarantees for Trust-Aware Inter-organizational Process Analysis . Marcel Muller, Anthony Simonet-Boulogne, Souvik Sengupta, and Oliver Beige 369
xiv Contents Quantifying the Re-identification Risk in Published Process Models . Karim Maatouk and Felix Mannhardt 382 Trustworthy Artificial Intelligence and Process Mining: Challenges and Opportunities . Andrew Pery, Majid Rafiei, Michael Simon, and Wil Μ. P. van der Aalst 395 Author Index. 409 |
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| spelling | International Conference on Process Mining 3. 2021 Eindhoven Verfasser (DE-588)1255107405 aut Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers Jorge Munoz-Gama, Xixi Lu (eds.) Cham Springer 2022 XIV, 410 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Lecture notes in business information processing 433 Data Mining and Knowledge Discovery Business Process Management Computer Application in Administrative Data Processing Data mining Information technology-Management Data Mining (DE-588)4428654-5 gnd rswk-swf (DE-588)1071861417 Konferenzschrift 2021 Eindhoven gnd-content Data Mining (DE-588)4428654-5 s DE-604 Munoz-Gama, Jorge (DE-588)1137476613 edt Lu, Xixi (DE-588)1016739095 edt Erscheint auch als Online-Ausgabe 978-3-030-98581-3 Lecture notes in business information processing 433 (DE-604)BV023204387 433 Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033592495&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers Lecture notes in business information processing Data Mining and Knowledge Discovery Business Process Management Computer Application in Administrative Data Processing Data mining Information technology-Management Data Mining (DE-588)4428654-5 gnd |
| subject_GND | (DE-588)4428654-5 (DE-588)1071861417 |
| title | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers |
| title_auth | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers |
| title_exact_search | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers |
| title_exact_search_txtP | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers |
| title_full | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers Jorge Munoz-Gama, Xixi Lu (eds.) |
| title_fullStr | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers Jorge Munoz-Gama, Xixi Lu (eds.) |
| title_full_unstemmed | Process mining workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers Jorge Munoz-Gama, Xixi Lu (eds.) |
| title_short | Process mining workshops |
| title_sort | process mining workshops icpm 2021 international workshops eindhoven the netherlands october 31 november 4 2021 revised selected papers |
| title_sub | ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021 : revised selected papers |
| topic | Data Mining and Knowledge Discovery Business Process Management Computer Application in Administrative Data Processing Data mining Information technology-Management Data Mining (DE-588)4428654-5 gnd |
| topic_facet | Data Mining and Knowledge Discovery Business Process Management Computer Application in Administrative Data Processing Data mining Information technology-Management Data Mining Konferenzschrift 2021 Eindhoven |
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