---
title: Scientific Literature - Process Optimization | Apromore
description: Explore cutting-edge research in process mining algorithms, techniques, and advancements showcased in our scientific literature repository. Read more.
---

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# Scientific Literature

Learn about the algorithms, techniques and approaches that underpin Apromore’s functionality.

![arrow](https://apromore.com/hubfs/raw_assets/public/Apromore_March_2024/images/arrow-bottom-right.svg)

 

PhD theses

- N. Adams, [A process mining-based framework for proactive management of business process compliance in the banking industry](http://hdl.handle.net/11343/356435), The University of Melbourne, 2025.
- G. Elkoumy, [Privacy-enhancing Technologies for Business Process Mining](https://ut.ee/en/node/145520), University of Tartu, 2022.
- D. Reissner, [Quality Measures in Process Mining: Tackling the Scalability Challenge](https://minerva-access.unimelb.edu.au/items/b83c1c7c-31d1-4a5d-aae1-ef2197dc5dc7), The University of Melbourne, 2022.
- V. Leno, [Robotic Process Mining: Accelerating the Adoption of Robotic Process Automation](https://dspace.ut.ee/bitstream/handle/10062/76046/leno_volodymyr.pdf?sequence=1&isAllowed=y), The University of Melbourne and University of Tartu (joint PhD), 2022.
- M. Camargo, [Automated Discovery of Business Process Simulation Models from Event Logs: A Hybrid Process Mining and Deep Learning Approach](https://dspace.ut.ee/bitstream/handle/10062/76044/camargo_manuel.pdf), University of Tartu, 2022.
- A. Augusto, [Accurate and Efficient Discovery of Process Models from Event Logs](http://dspace.ut.ee/bitstream/handle/10062/67118/augusto_adriano.pdf?sequence=1&isAllowed=y), PhD thesis, The University of Melbourne and University of Tartu (joint PhD), 2020.
- H. Nguyen, [Stage-aware Business Process Mining](https://eprints.qut.edu.au/130602/), PhD thesis, Queensland University of Technology, 2019.
- A. Ostovar, Business Process Drift: Detection and Characterization, PhD thesis, Queensland University of Technology, 2019.
- I. Teinemaa, [Predictive and Prescriptive Monitoring of Business Process Outcomes](https://dspace.ut.ee/handle/10062/63507), PhD thesis, University of Tartu, 2019.
- I. Verenich, Predictive Monitoring of Temporal Properties of Business Processes, PhD thesis, University of Tartu and Queensland University of Technology (joint PhD), [Uni. Tartu’s version](https://dspace.ut.ee/bitstream/handle/10062/62931/verenich_ilya.pdf?sequence=1&isAllowed=y), [QUT’s version](https://eprints.qut.edu.au/124037/), 2019.
- C. Ekanayake, [Consolidation of Business Process Model Collections](http://eprints.qut.edu.au/69449), PhD thesis, Queensland University of Technology, 2014.
- R. Conforti, [Managing Risk in Process-Aware Information Systems](https://eprints.qut.edu.au/77828/), PhD thesis, Queensland University of Technology, 2014.
- R. Uba, [Merging Business Process Models](https://www.ut.ee/en/events/reina-uba-merging-business-process-models), PhD thesis, University of Tartu, 2011.
- M. La Rosa, Managing Variability in Process-Aware Information Systems, PhD thesis, Queensland University of Technology, 2009.

 

### Master’s theses

- S. Moskovski, [A web-based framework for the evaluation of predictive process monitoring techniques](https://comserv.cs.ut.ee/home/files/M%C3%B5%C5%A1kovski_informatics_2018.pdf?study=ATILoputoo&reference=9B43A717C69638E1DE9B82E4AE74688DF2790A05), University of Tartu, 2018.
- K. Jorbina, A Web-Based Tool for Predictive Process Analytics, Master’s thesis, University of Tartu, 2017.
- A. Rozymnyi, A Dashboard-based Predictive Process Monitoring Engine, Master’s thesis, University of Tartu, 2017.
- A. Augusto, Automated Discovery of Structured Business Process Models, Master’s thesis, Politecnico di Torino, 2016.
- P. Napoli, Integration of the ProM instrument for Process Mining with the Apromore platform for business process models management, Master’s thesis, Università della Calabria, 2015.
- L. Corno, Sviluppo di un’Interfaccia Grafica basata sul Linguaggio PQL per Interrogazioni di Modelli di Processo in Apromore, Master’s thesis, Università della Calabria, 2014 (in Italian).

 

### Demonstration papers

- V. Leno, S.Deviatykh, A. Polyvyanyy, M. La Rosa, M. Dumas, F. Maggi: [Robidium: Automated Synthesis of Robotic Process Automation Scripts from UI Logs](http://ceur-ws.org/Vol-2673/paperDR08.pdf), In Proceedings of BPM Demos, CEUR, 2020.
- V. Leno, A. Polyvyanyy, M. La Rosa, M. Dumas, F. Maggi: [Action Logger: Enabling Process Mining for Robotic Process Automation](http://ceur-ws.org/Vol-2420/paperDT2.pdf), In Proceedings of BPM Demos, CEUR, 2019.
- F. Fornari, M. La Rosa, A. Polini, B. Re, F. Tiezzi, [Checking Business Process Correctness in Apromore](https://www.researchgate.net/publication/325599898_Checking_Business_Process_Correctness_in_Apromore), In Proceedings of the CAiSE Forum, 2018.
- I. Verenich, S. Moskovski, S. Raboczi, M. Dumas, M. La Rosa, F.M. Maggi, [Predictive Process Monitoring in Apromore](https://eprints.qut.edu.au/117955/), In Proceedings of the CAiSE Forum, 2018.
- A. Armas-Cervantes, N.R.T.P. van Beest, M. La Rosa, M. Dumas, S. Raboczi, [Incremental and Interactive Business Process Model Repair in Apromore](https://eprints.qut.edu.au/109607/). In Proceedings of the Demo Track of the 15th International Conference on Business Process Management (BPM’17), 2017.
- F. Fornari, S. Gnesi, M. La Rosa, A. Polini, B. Re, G.O. Spagnolo, [Checking Business Process Modeling Guidelines in Apromore](http://ceur-ws.org/Vol-1920/BPM_2017_paper_204.pdf). In Proceedings of the Demo Track of the 15th International Conference on Business Process Management (BPM’17), 2017.
- H. Groefsema, N.R.T.P. van Beest, A. Armas-Cervantes, [Automated compliance verification of business processes in Apromore](http://ceur-ws.org/Vol-1920/BPM_2017_paper_205.pdf). In Proceedings of the Demo Track of the 15th International Conference on Business Process Management (BPM’17), 2017.
- R. Conforti, A.Augusto, M. La Rosa, M. Dumas, L. Garcia-Banuelos, [BPMN Miner 2.0: Discovering Hierarchical and Block-Structured BPMN Process Models](https://eprints.qut.edu.au/101521/). In Proceedings of the Demo Track of the 14th International Conference on Business Process Management (BPM’16), 2016.
- A. Armas-Cervantes, N.R.T.P. van Beest, M. Dumas, L. Garcia-Banuelos, M. La Rosa, [Behavior-based process comparison in Apromore](https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwj56sfGk4_VAhVHzbwKHeKlDeIQFggmMAA&url=http%3A%2F%2Fceur-ws.org%2FVol-1789%2Fbpm-demo-2016-paper7.pdf&usg=AFQjCNEFffifFl98kBE4EmZ487rvmUyNEQ). In Proceedings of the Demo Track of the 14th International Conference on Business Process Management (BPM’16), 2016.
- R. Conforti, M. Dumas, M. La Rosa, A. Maaradji, H. Nguyen, A. Ostovar, S. Raboczi, [Analysis of Business Process Variants in Apromore](https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&uact=8&ved=0ahUKEwiEz4ql-KDLAhWEHZQKHdJIAlsQFggrMAE&url=http%3A%2F%2Fceur-ws.org%2FVol-1418%2Fpaper4.pdf&usg=AFQjCNHKM95RfLGNUd1GEVcZFGrihLtqRQ&sig2=scbWclTMS7YnNduyOyeWDQ). In Proceedings of the Demo Track of the 13th International Conference on Business Process Management (BPM’15), 2015.
- A. Polyvyanyy, L. Corno, R. Conforti, S. Raboczi, M. La Rosa, G. Fortino, [Process Querying in Apromore](https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwjnzaat-KDLAhXBj5QKHawGBHkQFggcMAA&url=http%3A%2F%2Fceur-ws.org%2FVol-1418%2Fpaper22.pdf&usg=AFQjCNGGyIV5HZ83DmqW3cqsXudltdIfuA&sig2=VlGuaE4-xgNA9jF9Q1XU6g). In Proceedings of the Demo Track of the 13th International Conference on Business Process Management (BPM’15), 2015.
- M.C. Fauvet, M. La Rosa, M. Sadegh, A. Alshareef, R.M. Dijkman, L. Garcıa-Banuelos, H.A. Reijers, W.M.P. van der Aalst, M. Dumas, J. Mendling, [Managing process model collections with Apromore](http://eprints.qut.edu.au/38692). In Proceedings of the Demo Track of the 8th International Conference on Service Oriented Computing (ICSOC’10), 2010.

 

### Automated Discovery (Split Miner, Structured Miner, BPMN Miner)

- A. Augusto, M. Dumas, M. La Rosa, [Automated Discovery of Process Models from Event Logs: Review and Benchmark](https://arxiv.org/abs/1705.02288), In Proceedings of the International Conference on Business Process Management (BPM’19), 2019
- A. Augusto, R. Conforti, M. Dumas, M. La Rosa, F.M. Maggi, A. Marrella, M. Mecella, A. Soo, [Automated Discovery of Process Models from Event Logs: Review and Benchmark](https://arxiv.org/abs/1705.02288), *IEEE Transactions on Knowledge & Data Engineering*, 2018
- A. Augusto, R. Conforti, M. Dumas, M. La Rosa, A. Polyvyanyy, [Split Miner: Automated Discovery of Accurate and Simple Business Process Models from Event Logs](https://www.researchgate.net/publication/325157122_Split_miner_automated_discovery_of_accurate_and_simple_business_process_models_from_event_logs), *Knowledge and Information Systems*, 2018
- A. Augusto, R. Conforti, M. Dumas, M. La Rosa, G. Bruno, Automated Discovery of Structured Process Models from Event Logs: The Discover-and-Structure Approach, *Data & Knowledge Engineering*, 2018
- A. Augusto, R. Conforti, M. Dumas, M. La Rosa, [Split Miner: Discoverying Accurate and Simple Process Models from Event Logs](https://eprints.qut.edu.au/110153/). In Proceedings of the IEEE International Conference on Data Mining (ICDM’17), 2017
- R. Conforti, A. Augusto, M. La Rosa, M. Dumas, L. Garcia-Banuelos, [BPMN Miner 2.0: Discovering Hierarchical and Block-Structured BPMN Process Models](http://ceur-ws.org/Vol-1789/bpm-demo-2016-paper8.pdf). In Proceedings of the Demo Track of the 14th International Conference on Business Process Management (BPM’16), 2016
- A. Augusto, R. Conforti, M. Dumas, M. La Rosa, G. Bruno. [Automated Discovery of Structured Process Models: Discover Structured vs. Discover and Structure](http://eprints.qut.edu.au/95189/). In Proceedings of the 35th International Conference on Conceptual Modeling (ER2016), Springer, 2016
- R. Conforti, M. Dumas, L. Garcia-Banuelos, M. La Rosa, [BPMN Miner: Automated discovery of BPMN process models with hierarchical structure](http://eprints.qut.edu.au/83646/). *Information Systems*, Vo. 56, 2016
- A. Armas-Cervantes, M. La Rosa, M. Dumas, [Local Concurrency Detection in Business Process Event Logs](http://eprints.qut.edu.au/102438/), QUT ePrints 102438, 2016
- R. Conforti, M. Dumas, L. Garcia-Banuelos, M. La Rosa. [Beyond Tasks and Gateways: Discovering BPMN Models with Subprocesses, Boundary Events and Multi-Instance Markers](http://marcellolarosa.com/eprints.qut.edu.au/72549/). In Proceedings of the 12th International Conference on Business Process Management (BPM’14), Springer, 2014

 

### Automated Discovery of Model Collections

- L. Garcia-Banuelos, M. Dumas, M. La Rosa, J. De Weerdt, C.C. Ekanayake. [Controlled Automated Discovery of Collections of Business Process Models](http://eprints.qut.edu.au/70567). I*nformation Systems*, 2014.
- C. Ekanayake, M. Dumas, L. Garcia-Banuelos, M. La Rosa. [Slice, mine and dice: complexity-aware automated discovery of business process models](http://eprints.qut.edu.au/58949/). In Proceedings of the 11th International Conference on Business Process Management (BPM), Beijing, China. LNCS 8094, pp. 49-64, Springer, 2013.

 

### Conformance Checking

- A. Augusto, A. Armas-Cervantes, R. Conforti, M. Dumas, M. La Rosa, D. Reissner, [Abstract-and-Compare: A Family of Scalable Precision Measures for Automated Process Discovery](https://www.researchgate.net/publication/326944141_Abstract-and-Compare_A_Family_of_Scalable_Precision_Measures_for_Automated_Process_Discovery_16th_International_Conference_BPM_2018_Sydney_NSW_Australia_September_9-14_2018_Proceedings), In Proceedings of the Int. Conference on Business Process Management (BPM’18),  2018.
- A. Armas-Cervantes, M. Dumas, L. Garcia-Banuelos, M. La Rosa, and N.R.T.P. van Beest, [Interactive and Incremental Business Process Model Repair](http://eprints.qut.edu.au/106611/). In Proceedings of the Int. Conference on Cooperative Information Systems (CoopIS2017), 2017.
- D. Reissner, R. Conforti, M. Dumas, M. La Rosa, A. Armas-Cervantes, [Scalable conformance checking of business processes](https://eprints.qut.edu.au/105118/). In Proceedings of the Int. Conference on Cooperative Information Systems (CoopIS2017), 2017.
- A. Armas-Cervantes, N.R.T.P. van Beest, Marlon Dumas, Luciano Garcia-Banuelos, Marcello La Rosa, [Behavior-based process comparison in Apromore](http://ceur-ws.org/Vol-1789/bpm-demo-2016-paper7.pdf). In Proceedings of the Demo Track of the 14th International Conference on Business Process Management (BPM’16).
- L. Garcia-Banuelos, N.R.T.P. van Beest, M. Dumas, M. La Rosa, [Complete and Interpretable Conformance Checking of Business Processes](https://eprints.qut.edu.au/91552/), *IEEE Transactions on Software Engineering*, 2017.
- L. Garcia-Banuelos, N.R.T.P. van Beest, M. Dumas, M. La Rosa, [Business Process Conformance Checking Based on Event Structures](http://icetcs.ru.is/nwpt2015/abstracts/NWPT_2015_paper_18.pdf). 27th Nordic Workshop on Programming Theory (NWPT), Reykjavik University, Iceland, 2015.

 

### Drift Mining

- A. Ostovar, S. Leemans, M. La Rosa, Robust Drift Characterization from Event Streams of Business Processes, *ACM Transactions on Knowledge Discovery from Data*, 2020.
- A. Maaradji, M. Dumas, M. La Rosa, A. Ostovar,[ Detecting Sudden and Gradual Drifts in Business Processes Based on Event Logs](https://eprints.qut.edu.au/98818/). *IEEE Transactions on Knowledge and Data Engineering*, 2017.
- A. Ostovar, A.Maaradji, M. La Rosa, A.H.M. ter Hofstede, [Characterizing drift from event streams of business processes](https://eprints.qut.edu.au/102264/), In Proceedings of the 29th International Conference on Advanced Information Systems Engineering (CAiSE’17), accepted 24 Feb 2017.
- A. Ostovar, A. Maaradji, M. La Rosa, A.H.M. ter Hofstede, B. van Dongen. [Detecting Drift from Event Streams of Unpredictable Business Processes](http://eprints.qut.edu.au/95322/). In Proceedings of the 35th International Conference on Conceptual Modeling (ER’16),  2016.
- A. Maaradji, M. Dumas, M. La Rosa, A. Ostovar, [Fast and accurate business process drift detection](http://eprints.qut.edu.au/83013/). In Proceedings of the 13th International Conference on Business Process Management (BPM’15), Innsbruck, Austria, 2015.

 

### Logs/Streams Preprocessing

- S.J. van Zelst, R. Conforti, M. Fani Sani, M. La Rosa, A. Ostovar, [Detection and Removal of Infrequent Behaviour from Event Streams of Business Processes](https://www.sciencedirect.com/science/article/abs/pii/S0306437919305034), *Information Systems*, 2019.
- S.J. van Zelst, M.F. Sani, A. Ostovar, R. Conforti, M. La Rosa, [Filtering Spurious Events from Event Streams of Business Processes](https://minerva-access.unimelb.edu.au/handle/11343/198393). In Proceedings of the Int. Conference on Advanced Information Systems Engineering (CAiSE’18), 2018.
- R. Conforti, M. La Rosa, A.H.M. ter Hofstede, [Timestamp Repair for Business Process Event Logs](https://minerva-access.unimelb.edu.au/handle/11343/209011), UoM Minerva Access 11343/209011, 2018
- R. Conforti, M. La Rosa, A.H.M. ter Hofstede, [Filtering out Infrequent Behavior from Business Process Event Logs](http://bpmcenter.org/wp-content/uploads/reports/2015/BPM-15-13.pdf). *IEEE Transactions on Knowledge & Data Engineering*, 2016.

 

### Models Configuration

- M. La Rosa, W.M.P. van der Aalst, M. Dumas, F.P. Milani. [Business Process Variability Modeling: A Survey](http://eprints.qut.edu.au/61842). *ACM Computing Surveys*, 2016.
- W.M.P. van der Aalst, N. Lohmann and M. La Rosa. [Ensuring Correctness During Process Configuration via Partner Synthesis](http://eprints.qut.edu.au/47513). *Information Systems*, Vol. 37 No. 6, 2012.
- M. La Rosa, M. Dumas, A.H.M. ter Hofstede and J. Mendling, [Configurable Multi-Perspective Business Process Models](http://eprints.qut.edu.au/33026). In *Information Systems*, Vol. 36 No. 2, 2011.
- W.M.P. van der Aalst, N. Lohmann, M. La Rosa and J. Xu. [Correctness Ensuring Process Configuration: An Approach Based on Partner Synthesis](http://eprints.qut.edu.au/31832). In Proceedings of the 8th International Conference on Business Process Management, LNCS 6336, pp. 95-111, Springer, 2010.
- W.M.P. van der Aalst, M. Dumas, F. Gottschalk, A.H.M. ter Hofstede, M. La Rosa, J. Mendling, [Preserving Correctness During Business Process Model Configuration](http://eprints.qut.edu.au/15717/). In *Formal Aspects of Computing* (FACS). Vol. 22 No. 3-4, 2010.
- M. La Rosa, W.M.P. van der Aalst, M. Dumas and A.H.M. ter Hofstede. [Questionnaire-based Variability Modeling for System Configuration](http://eprints.qut.edu.au/12686/), *Software and Systems Modeling* (SoSyM), Vol. 8 No. 2, 2009.
- F. Gottschalk, T.A.C. Wagemakers, M.H. Jansen-Vullers, W.M.P. van der Aalst and M. La Rosa, [Configurable Process Models: Experiences from a Municipality Case Study](http://eprints.qut.edu.au/18447/). In Proceedings of the 21th International Conference on Advanced Information Systems Engineering (CAiSE’09), Amsterdam, The Netherlands. LNCS 5565, pp. 486-500, Springer, 2009.
- F. Gottschalk, M. La Rosa, [Process Configuration in YAWL](http://eprints.qut.edu.au/15718/) (Chapter XVIII). In A.H.M. ter Hofstede, W.M.P. van der Aalst, N. Russell, M. Adams (eds.) Modern Business Process Automation: YAWL and its Support Environment. Springer, 2009.
- M. La Rosa, M. Dumas, A.H.M. ter Hofstede, [Modelling Business Process Variability for Design-Time Configuration](http://eprints.qut.edu.au/13358/) (Chapter IX). In J. Cardoso, W.M.P. van der Aalst (editors), Handbook of Research on Business Process Modeling, IDEA Group – Information Science Reference, 2009.
- W.M.P. van der Aalst, M. Dumas, F. Gottschalk, A.H.M. ter Hofstede, M. La Rosa, J. Mendling, [Correctness-Preserving Configuration of Business Process Models](http://eprints.qut.edu.au/12446/). In Proceedings of Fundamental Approaches to Software Engineering (FASE’08), Budapest, Hungary. LNCS 4961, pp. 46–61, Springer, 2008.
- M. La Rosa, M. Dumas, A.H.M. ter Hofstede, J. Mendling, F. Gottschalk, [Beyond Control-Flow: Extending Business Process Configuration to Roles and Objects](http://eprints.qut.edu.au/13976/). In Proceedings of the 27th International Conference on Conceptual Modeling (ER’08), Barcelona, Spain. LNCS 5231, pp. 199–215, Springer, 2008.
- M. La Rosa, F. Gottschalk, M. Dumas and W.M.P. van der Aalst. [Linking Domain Models and Process Models for Reference Model Configuration](http://eprints.qut.edu.au/12445/). In Proceedings of the 10th International Workshop on Reference Modeling (RM 07) at BPM 2007, Brisbane, Australia. LNCS 4928, pp. 417–430, Springer, 2008.
- F. Gottschalk, W.M.P. van der Aalst, M.H. Jansen-Vullers and M. La Rosa. [Configurable Workflow Models](http://eprints.qut.edu.au/13126/), *International Journal of Cooperative Information Systems* (IJCIS), Vol. 17 No. 2, June 2008.
- M. La Rosa, J. Lux, S. Seidel, M. Dumas and A.H.M. ter Hofstede. [Questionnaire-driven Configuration of Reference Process Models](http://eprints.qut.edu.au/5786/). In Proceedings of the 19th International Conference on Advanced Information Systems Engineering (CAiSE’07), Trondheim, Norway. LNCS 4495, pp. 424–438, Springer, 2007.

 

### Models Clone Detection

- M. La Rosa, M. Dumas, C. Ekanayake, L. Garcia-Baneulos, J. Recker, A.H.M. ter Hofstede, Detecting Approximate Clones in Business Process Model Repositories. *Information Systems*, 2014.
- M. Dumas, L. Garcia-Banuelos, M. La Rosa, R. Uba. [Fast Detection of Exact Clones in Repositories of Business Process Models](http://eprints.qut.edu.au/49408). *Information Systems*, Vol. 38 No. 4, 2013.
- C. Ekanayake, M. Dumas, L. Garcia-Banuelos, M. La Rosa, A.H.M. ter Hofstede. [Approximate Clone Detection in Repositories of Business Process Models](http://eprints.qut.edu.au/49409). In Proceedings of the 10th International Conference on Business Process Management (BPM), Tallinn, Estonia. LNCS Vol. 7481, pp. 302-318, Springer, 2012.
- R. Uba, M. Dumas, L. Garcia-Banuelos and M. La Rosa. [Clone Detection in Repositories of Business Process Models.](http://eprints.qut.edu.au/38992) In Proceedings of the 9th International Conference on Business Process Management, Springer, 2011.

 

### Models Merging

- M. La Rosa, M. Dumas, R. Uba, R. Dijkman. [Business Process Model Merging: An Approach to Business Process Consolidation](http://eprints.qut.edu.au/38241), *ACM Transactions on Software Engineering and Methodology*, Vol. 22 No. 2, 2013.
- M. La Rosa, M. Dumas, R. Uba and R. Dijkman, [Merging Business Process Models](http://eprints.qut.edu.au/29120). In Proceedings of the 18th International Conference on Cooperative Information Systems, LNCS Vol. 6426, pp. 96-113, Springer, 2010.

 

### Models Querying

- A. Polyvyanyy, C. Ouyang, A.P. Barros, W.M.P. der Aalst, [Process querying: Enabling business intelligence through query-based process analytics](https://eprints.qut.edu.au/106408/). *Decision Support Systems*, 2017.
- A. Polyvyanyy, L. Corno, R. Conforti, S. Raboczi, M. La Rosa, G. Fortino, [Process Querying in Apromore](https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwjnzaat-KDLAhXBj5QKHawGBHkQFggcMAA&url=http%3A%2F%2Fceur-ws.org%2FVol-1418%2Fpaper22.pdf&usg=AFQjCNGGyIV5HZ83DmqW3cqsXudltdIfuA&sig2=VlGuaE4-xgNA9jF9Q1XU6g). In Proceedings of the Demo Track of the 13th International Conference on Business Process Management (BPM’15).
- A. Polyvyanyy, A.H.M. ter Hofstede, M. La Rosa, C. Ouyang, A. Pika, Process Query Language: Design, Implementation and Evaluation. BPM Center BPM-15-06, 2015.
- A. Polyvyanyy, M. La Rosa, A.H.M. ter Hofstede. [Indexing and Efficient Instance-based Retrieval of Process Models Using Untanglings](http://eprints.qut.edu.au/65403/). In Proceedings of the 26th International Conference on Advanced Information Systems Engineering (CAiSE), Tessalonike, Greece. LNCS Vol. 8484, Springer, pp. 439-456, Springer, 2014.
- A. Polyvyanyy, M. Weidlich, R. Conforti, M. La Rosa, A.H.M. ter Hofstede. [The 4C Spectrum of Fundamental Behavioral Relations for Concurrent Systems](http://eprints.qut.edu.au/63443/). In Proceedings of the 35th International Conference on Application and Theory of Petri Nets and Concurrency (Petri Nets), Tunis, Tunisia. LNCS Vol. 8489, pp. 220-232, Springer, 2014.
- T. Jin, J. Wang, N. Wu, M. La Rosa and A.H.M. ter Hofstede. [Efficient Querying of Large Process Model Repositories](http://eprints.qut.edu.au/39060). *Computers in Industry*, Vol. 64 No. 1, 2013.
- T. Jin, J. Wang, N. Wu, M. La Rosa and A.H.M. ter Hofstede. [Efficient and Accurate Retrieval of Business Process Models through Indexing (Short Paper)](http://eprints.qut.edu.au/31996). In Proceedings of the 18th International Conference on Cooperative Information Systems, LNCS Vol. 6426, pp. 402-409, Springer, 2010.

 

### Models Repair

- A. Armas-Cervantes, Marlon Dumas, Luciano Garcia-Banuelos, Marcello La Rosa, N.R.T.P. van Beest, [Interactive and Incremental Business Process Model Repair](https://eprints.qut.edu.au/106611/), QUT ePrints 106611, Queensland University of Technology, 2017.
- A. Polyvyanyy, W.M.P. van der Aalst, A.H.M. ter Hofstede, M.T. Moe, [Impact-driven process model repair](https://eprints.qut.edu.au/97668/). *ACM Transactions on Software Engineering and Methodology*, *25*(4).
- J.C.A.M. Buijs, M. La Rosa, H.A. Reijers, B.F. van Dongen, W.M.P. van der Aalst. [Improving Business Process Models using Observed Behavior](http://eprints.qut.edu.au/61710). In Post-proceedings of the 2nd International Symposium on Data-driven Process Discovery and Analysis (SIMPDA), Campione d’Italia, Italy. LNBIB 162, pp. 44-59, Springer, 2013.
- M. Gambini, M. La Rosa, S. Migliorini and A.H.M. ter Hofstede. [Automated Error Correction in Business Process Models](http://eprints.qut.edu.au/40824). In Proceedings of the 9th International Conference on Business Process Management (BPM), Clermond-Ferrand, France. LNCS Vol. 6896, pp. 148-165, Springer, 2011.

 

### Models Similarity

- R.M. Dijkman, M. Dumas, B. van Dongen; R. Käärik, and J. Mendling. Similarity of Business Process Models: Metrics and Evaluation. Information Systems 36(2), pp. 498-516, 2011.
- M. Kunze and M. Weske. Metric Tree for Efficient Similairty Search in Large Process Model Repositories. 1st International Workshop “Process in the Large”, Hoboken, USA, 2010.
- Z. Yan, R.M. Dijkman, P.W.P.J. Grefen. Fast Business Process Similarity Search with Feature-based Similarity Estimation. In: Proceedings of the 18th International Conference on Cooperative Information Systems (CoopIS), Part I, Crete, Greece, Lecture Notes in Computer Science 6426, Spinger, pp. 60-77, 2010.
- M. Weidlich, R.M. Dijkman, and M. Weske. Deciding Behaviour Compatibility of Complex Correspondences between Process Models. In: Proceedings of the 8th International Conference on Business Process Management (BPM), Hoboken, NJ, USA, pp. 78-94, 2010.
- M. Weidlich, R.M. Dijkman, and J. Mendling. The ICoP Framework: Identification of Correspondences between Process Models. In: Proceedings of the 22th International Conference on Advanced Information Systems Engineering (CAiSE), Hammamet, Tunesia, pp. 483-498, 2010.
- M. Dumas, L. García-Bañuelos, and R.M. Dijkman. Similarity Search of Business Process Models. Bulletin of the Technical Committee on Data Engineering 32(3), pp. 23-28, 2009.
- R.M. Dijkman, M. Dumas, and L. García-Bañuelos. Graph Matching Algorithms for Business Process Model Similarity Search. In: Proceedings of the 7th International Conference on Business Process Management (BPM), Ulm, Germany, pp. 48-63, 2009.
- R.M. Dijkman, M. Dumas, L. García-Bañuelos, and R. Käärik. Aligning Business Process Models. In: Proceedings of the 13th IEEE EDOC Conference (EDOC), Auckland, New Zealand, pp. 45-53, 2009.
- R.M. Dijkman. Diagnosing Differences between Business Process Models. In: Proceedings of the 6th International Conference on Business Process Management (BPM), Milan, Italy, pp. 261-277, 2008.
- B.F. van Dongen, R.M. Dijkman, and J. Mendling. Measuring Similarity between Business Process Models. In: Proceedings of the 20th International Conference on Advanced Information Systems Engineering (CAiSE), Montpellier, France, pp. 450-464, 2008.
- R.M. Dijkman. A Classification of Differences between Similar Business Processes. In: Proceedings of the 11th IEEE EDOC Conference (EDOC), Annapolis, MD, USA, pp. 37-47, 2007.

 

### Models Understandability

- H. Leopold, J. Mendling, H.A. Reijers, M. La Rosa. [Simplifying Process Model Abstraction: Techniques for Generating Process model Names](http://eprints.qut.edu.au/61697/). *Information Systems*, Vol. 39, 2014.
- M. Dumas, M. La Rosa, J. Mendling, R. Maesaku, H.A. Reijers, N. Semenenko. [Understanding Business Process Models: The Costs and Benefits of Structuredness](http://eprints.qut.edu.au/47510). In Proceedings of the 24th International Conference on Advanced Information Systems Engineering (CAiSE), Poland. LNCS Vol. 7328, pp. 31-46, Springer, 2012.
- H.A. Reijers and J. Mendling. A Study into the Factors that Influence the Understandability of Business Process Models.* IEEE Transactions on Systems, Man, and Cybernetics, Part A*, 41(3), 449-462, 2011.
- M. La Rosa, P. Wohed, J. Mendling, A.H.M. ter Hofstede, H. Reijers and W.M.P. van der Aalst. [Managing Process Model Complexity via Abstract Syntax Modifications](http://eprints.qut.edu.au/32544). *IEEE Transactions on Industrial Informatics*, Vol. 7 No. 4, 2011.
- M. La Rosa, A.H.M. ter Hofstede, P. Wohed, H. Reijers, J. Mendling, W.M.P. van der Aalst, [Managing Process Model Complexity via Concrete Syntax Modifications](http://eprints.qut.edu.au/40837/). *IEEE Transactions on Industrial Informatics*, Vol. 7 No. 2, 2011.
- J. Mendling, J. Recker, and H.A. Reijers. On the Usage of Labels and Icons in Business Process Modeling. *International Journal of Information Systems Modeling and Design, *1(2), 40-58, 2010.
- J. Mendling, H.A. Reijers, and J. Recker. Activity Labeling in Process Modeling: Empirical Insights and Recommendations.* Information Systems*, 35(4), 467-482, 2010.
- J. Mendling, H.A. Reijers, and W.M.P. van der Aalst. Seven Process Modeling Guidelines (7PMG).* Information and Software Technology*, 52(2), 127-136, 2010.
- H.A. Reijers, J. Recker, and S.G. van de Wouw. [An Integrative Framework of the Factors Affecting Process Model Understanding: A Learning Perspective](http://aisel.aisnet.org/cgi/viewcontent.cgi?article=1186&context=amcis2010). In D. Leidner and J. Elam*, *editors, *Proceedings of the 16th Americas Conference on Information Systems (AMCIS 2010)*. AIS Electronic Library, 2010.
- M. Schrepfer, J. Wolf, J. Mendling, and H.A. Reijers.[ The Impact of Secondary Notation on Process Model Understanding.](https://link.springer.com/chapter/10.1007/978-3-642-05352-8_13)<https://link.springer.com/chapter/10.1007/978-3-642-05352-8_13>In A. Persson and J. Stirna, editors, *Proceedings of 2nd IFIP WG 8.1 Working Conference on The Practice of Enterprise Modeling (PoEM 2010), *Lecture Notes in Business Information Processing 39, 161-175. Springer Verlag, Berlin, 2010
- J. Melcher, J. Mendling, H.A. Reijers, and D. Seese.[ On Measuring the Understandability of Process Models](https://link.springer.com/chapter/10.1007/978-3-642-12186-9_44). In S. Rinderle-Ma, S. Sadiq, and F. Leymann, editors, *Proceedings of the BPM workshops 2009*, Lecture Notes in Business Information Processing 43, 465-476. Springer Verlag, Berlin, 2010.
- H.A. Reijers, R.S. Mans, and R.A. van der Toorn. Improved Model Management with Aggregated Business Process Models.* Data and Knowledge Engineering*, 68(2), 221-243, 2009.
- H.A. Reijers, J. Mendling, and R.M. Dijkman. [On the Usefulness of Subprocesses in Business Process Models.](http://wwwis.win.tue.nl/~wvdaalst/BPMcenter/reports/2010/BPM-10-03.pdf) *BPM Center Reports,* BPM-10-03, 32 pages, 2010.
- J. Mendling, J. Recker, and H.A. Reijers. Process Modeling Quality: A Framework and Research Agenda.* BPM Center Reports*, BPM-09-02, 18 pages, BPMcenter.org, 2009.
- H.A. Reijers and J. Mendling.[ Modularity in Process Models: Review and Effects](http://dx.doi.org/10.1007/978-3-540-85758-7_5). In M. Dumas, M. Reichert and M.-C. Shan, editors, *Proceedings of the 6th International Conference Business Process Management (BPM 2008), Lecture Notes in Computer Science* 5240, 20-35. Springer Verlag, Berlin, 2008.
- J. Mendling and H.A. Reijers.[ How to Define Activity Labels for Business Process Models?](http://www.uni-marburg.de/fb12/informatik/tagung/sigsand-europe08/dateien/mendling_reijers_08.pdf) In W. Hesse and A. Oberweis, editors, *Proceedings of the 3rd AIS SIGSAND European Symposium on Analysis, Design, Use and Societal Impact of Information Systems*,* GI-Edition – Lecture Notes in Informatics (LNI) P-129,* 117-127. Koellen-Verlag, 2008.
- I. Vanderfeesten, H.A. Reijers, J. Mendling, W.M.P. van der Aalst, and J. Cardoso.[ On a Quest for Good Process Models: The Cross-Connectivity Metric](http://dx.doi.org/10.1007/978-3-540-69534-9_36). In Z. Bellahsène and M. Léonard, editors, *Proceedings of the 20th International Conference on Advanced Information Systems Engineering (CAiSE 2008), Lecture Notes in Computer Science *5074, 480-494. Springer Verlag, Berlin, 2008.
- J. Mendling, H.A. Reijers, and Jorge Cardoso. What Makes Process Models Understandable? In G. Alonso, P. Dadam and M. Rosemann, editors, *Proceedings of the 5th International Conference Business Process Management (BPM 2007), Lecture Notes in Computer Science *4714, 48-63. Springer Verlag, Berlin, 2007.
- J. Cardoso, J. Mendling, G. Neumann, and H.A. Reijers.[ A Discourse on Complexity of Process Models.](http://dx.doi.org/10.1007/11837862_13) In J. Eder and S. Dustdar, editors, *Proceedings of the BPM workshops 2006, Lecture Notes in Computer Science *4103, 117-128. Springer Verlag, Berlin, 2006.

 

### Online Automated Discovery

- V. Leno, A. Armas-Cervantes, M. Dumas, M. La Rosa, [Discoverying Process Maps from Event Streams](https://eprints.qut.edu.au/110669/), In Proceedings of the Int. Conference on Software and System Process (ICSSP’18), 2018.

 

### Performance Mining

- B.F.A. Hompes, A. Maaradji, M. La Rosa, M. Dumas, J.C.A.M. Buijs, W.M.P. van der Aalst, [Discovering causal factors explaining business process performance](https://eprints.qut.edu.au/102265/), In Proceedings of the 29th International Conference on Advanced Information Systems Engineering (CAiSE2017), Springer, 2017.
- R. Andrews, S. Suriadi, M. Wynn, A.H.M. ter Hofstede, A. Pika, H.H. Nguyen, M. La Rosa, [Comparing Static and Dynamic Aspects of Patient Flows via Process Model Visualizations](http://eprints.qut.edu.au/102848/), QUT ePrints 102848, 2016.
- H. Nguyen, M. Dumas, A.H.M. ter Hofstede, M. La Rosa, F.M. Maggi. [Business Process Performance Mining with Staged Process Flows](http://eprints.qut.edu.au/91110/). In Proceedings of the 28th International Conference on Advanced Information Systems Engineering (CAISE2016), Springer, 2016.

 

### Predictive Monitoring

- F. Taymouri, M. La Rosa, S. Erfani, Z. Bozorgi, I. Verenich: [Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction](https://link.springer.com/chapter/10.1007%2F978-3-030-58666-9_14), In Proceedings of BPM, Springer, 2020.
- I. Verenich, M. Dumas, M. La Rosa, F.M. Maggi, I. Teinemaa, [Survey and Cross-Benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring](https://arxiv.org/abs/1805.02896), *ACM Transactions on Intelligent Systems and Technology (ACM TIST)*, 2019.
- I. Verenich, M. Dumas, M. La Rosa, H. Nguyen, [Predicting Process Performance: A White-Box Approach Based on Process Models](https://kodu.ut.ee/~dumas/pubs/WhiteBoxJSEP.pdf), *Journal of Software: Evolution and Process*, Vol. 31 No. 6, 2019.
- I. Teinemaa, M. Dumas, M. La Rosa, F.M. Maggi, [Outcome-Oriented Predictive Process Monitoring: Review and Benchmark](https://arxiv.org/abs/1707.06766), *ACM Transactions on Knowledge Discovery from Data*, Vol. 13 No. 2, 2019.
- I. Verenich, H. Nguyen, M. La Rosa, M. Dumas, [White-Box Prediction of Process Performance Indicators via Flow Analysis](http://eprints.qut.edu.au/106395/). In Proceedings of the International Conference on Software and System Processes (ICSSP2017), IEEE, 2017
- N. Tax, I. Verenich, M. La Rosa, M. Dumas, [Predictive Business process Monitoring with LSTM Neural Networks](https://eprints.qut.edu.au/102239/), In Proceedings of the 29th International Conference on Advanced Information Systems Engineering (CAiSE2017), Springer, 2017.
- I. Verenich, M. Dumas, M. La Rosa, F.M. Maggi, D. Chasovskyi, A. Rozumnyi. [Tell me what’s ahead? Predicting remaining activity sequences of business process instances](http://eprints.qut.edu.au/96732/). QUT ePrints 96732, 2016.
- I. Verenich, M. Dumas, M. La Rosa, F.M. Maggi, C. Di Francescomarino. [Minimizing Overprocessing Waste in Business Processes via Predictive Activity Ordering](http://eprints.qut.edu.au/91189/). In Proceedings of the 28th International Conference on Advanced Information Systems Engineering (CAISE’16), 2016.
- I. Verenich, M. Dumas, M. La Rosa, F.M. Maggi, C. Di Francescomarino. [Complex Symbolic Sequence Clustering and Multiple Classifiers for Predictive Process Monitoring](http://eprints.qut.edu.au/91194/). In Proceedings of the BPM Workshops 2015.

 

### Prescriptive Monitoring / Casual Process Mining

- Z. Bozorgi, I. Teinemaa, M. Dumas, M. La Rosa, A. Polyvyanyy, [Process Mining Meets Causal Machine Learning: Discovering Causal Rules from Event Logs](https://ieeexplore.ieee.org/document/9230023), In Proceedings of ICPM, IEEEE, 2020.
- S. Fahrenkrog-Petersen, N. Tax, I. Teinemaa, M. Dumas, M. de Leoni, F. Maggi, M. Weidlich: [Fire Now, Fire Later: Alarm-Based Systems for Prescriptive Process Monitoring](https://arxiv.org/abs/1905.09568), arXiv 1905.09568, 2019
- I. Teinemaa, N. Tax, M. de Leoni, M. Dumas, F. Maggi: [Alarm-Based Prescriptive Process Monitoring](https://link.springer.com/chapter/10.1007%2F978-3-319-98651-7_6), In Proceedings of BPM Forum, Springer, 2018.

 

### Robotic Process Mining

- V. Leno, A. Augusto, M. Dumas, M. La Rosa, F. Maggi, A. Polyvyanyy, [Identifying candidate routines for Robotic Process Automation from unsegmented UI logs](https://arxiv.org/abs/2008.05782), In Proceedings of ICPM, IEEE, 2020.
- V. Leno, A. Polyvyanyy, M. Dumas, M. La Rosa, F.M. Maggi, [Robotic Process Mining: Vision and Challenges](https://minerva-access.unimelb.edu.au/bitstream/handle/11343/237397/Robotic%20Process%20Mining%20-%20vision%20and%20challenges.pdf), *Business & Information Systems Engineering*, 2020.
- V. Leno, M. Dumas, F.M. Maggi, M. La Rosa, A. Polyvyanyy, [Automated Discovery of Declarative Process Models with Correlated Data Conditions](https://www.sciencedirect.com/science/article/pii/S0306437919305344), *Information Systems*, Vol. 89, 2020.
- V. Leno, A. Polyvyanyy, M. La Rosa, M. Dumas, F. Maggi, [Automated Discovery of Data Transformations for Robotic Process Automation](https://arxiv.org/abs/2001.01007), AAAI-20 Workshop on Intelligent Process Automation, 2020.
- A. Bosco, A. Augusto, M. Dumas, M. La Rosa,[ Discovering Automatable Routines from User Interaction Logs](http://hdl.handle.net/11343/222994), In Proceedings of the BPM Forum, LNBIP, Springer, 2019.

 

### Stage-based Mining

- H. Nguyen, M. Dumas, A. ter Hofstede, M. La Rosa, F. Maggi, [Stage-based Discovery of Business Process Models from Event Logs](https://eprints.qut.edu.au/115977/), *Information Systems*, Vol. 84, 2019.
- H. Nguyen, M. Dumas, A.H.M. ter Hofstede, M. La Rosa, F.M. Maggi, [Mining business process stages from event logs](https://eprints.qut.edu.au/102251/), In Proceedings of the 29th International Conference on Advanced Information Systems Engineering (CAiSE2017), Springer, 2017.
- H. Nguyen, M. Dumas, A.H.M. ter Hofstede, M. La Rosa, F.M. Maggi. [Business Process Performance Mining with Staged Process Flows](http://eprints.qut.edu.au/91110/). In Proceedings of the 28th International Conference on Advanced Information Systems Engineering (CAISE2016), Springer, 2016.

 

### Variant Analysis

- H. Nguyen, M. Dumas, M. La Rosa, F.M. Maggi, S. Suriadi, U. Naiker, [Business Process Deviance Mining: Review and Evaluation](https://eprints.qut.edu.au/98196/), QUT ePrints 98196, 2016.
- R. Conforti, M. Dumas, M. La Rosa, A. Maaradji, H. Nguyen, A. Ostovar, S. Raboczi, [Analysis of Business Process Variants in Apromore](https://www.google.com.au/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&uact=8&ved=0ahUKEwiEz4ql-KDLAhWEHZQKHdJIAlsQFggrMAE&url=http%3A%2F%2Fceur-ws.org%2FVol-1418%2Fpaper4.pdf&usg=AFQjCNHKM95RfLGNUd1GEVcZFGrihLtqRQ&sig2=scbWclTMS7YnNduyOyeWDQ). In Proceedings of the Demo Track of the 13th International Conference on Business Process Management (BPM’15).
- N.R.T.P. van Beest, M. Dumas-Menijvar, L. Garcia-Banuelos, M. La Rosa, [Log delta analysis: Interpretable differencing of business process event logs](http://eprints.qut.edu.au/83018/). In Proceedings of the 13th International Conference on Business Process Management (BPM), Innsbruck, Austria. LNCS Vol. 9253, pp. 386-405, Springer, 2015.

 

### Repository Technology

- C.C. Ekanayake, M. La Rosa, A.H.M. ter Hofstede, M.-C. Fauvet. [Fragment-based Version Management for Repositories of Business Process Models](http://eprints.qut.edu.au/39059). In Proceedings of the 19th International Conference on Cooperative Information Systems (CoopIS), 2011.
- M. La Rosa, H.A. Reijers, W.M.P. van der Aalst, R. Dijkman, J. Mendling, M. Dumas, Marlon and L. Garcia-Banuelos, [Apromore: An Advanced Process Model Repository](http://eprints.qut.edu.au/39062/). In *Expert Systems with Applications* (ESWA), Vol. 38 Issue 6, 2011.

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