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A Deep Adversarial Model for Suffix and Remaining Time Prediction of Event Sequences


Feb 15, 2021
Farbod Taymouri, Marcello La Rosa, Sarah M. Erfani


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Process Mining Meets Causal Machine Learning: Discovering Causal Rules from Event Logs


Sep 03, 2020
Zahra Dasht Bozorgi, Irene Teinemaa, Marlon Dumas, Marcello La Rosa, Artem Polyvyanyy

* 8 pages, 4 figures, conference 

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Encoder-Decoder Generative Adversarial Nets for Suffix Generation and Remaining Time Predication of Business Process Models


Jul 30, 2020
Farbod Taymouri, Marcello La Rosa

* arXiv admin note: substantial text overlap with arXiv:2003.11268 

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Detecting sudden and gradual drifts in business processes from execution traces


May 07, 2020
Abderrahmane Maaradji, Marlon Dumas, Marcello La Rosa, Alireza Ostovar

* IEEE Transactions on Knowledge and Data Engineering 29, no. 10 (2017) 

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Efficient Conformance Checking using Alignment Computation with Tandem Repeats


Apr 02, 2020
Daniel Reißner, Abel Armas-Cervantes, Marcello La Rosa

* arXiv admin note: text overlap with arXiv:1910.09767 

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Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction


Apr 01, 2020
Farbod Taymouri, Marcello La Rosa, Sarah Erfani, Zahra Dasht Bozorgi, Ilya Verenich


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Automated Discovery of Data Transformations for Robotic Process Automation


Jan 03, 2020
Volodymyr Leno, Marlon Dumas, Marcello La Rosa, Fabrizio Maria Maggi, Artem Polyvyanyy

* 8 pages, 5 figures. To be published in proceedings of AAAI-20 workshop on Intelligent Process Automation 

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Business Process Variant Analysis based on Mutual Fingerprints of Event Logs


Dec 23, 2019
Farbod Taymouri, Marcello La Rosa, Josep Carmona


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Outcome-Oriented Predictive Process Monitoring: Review and Benchmark


Oct 23, 2018
Irene Teinemaa, Marlon Dumas, Marcello La Rosa, Fabrizio Maria Maggi


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Survey and cross-benchmark comparison of remaining time prediction methods in business process monitoring


May 10, 2018
Ilya Verenich, Marlon Dumas, Marcello La Rosa, Fabrizio Maggi, Irene Teinemaa


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Discovering Process Maps from Event Streams


Apr 08, 2018
Volodymyr Leno, Abel Armas-Cervantes, Marlon Dumas, Marcello La Rosa, Fabrizio M. Maggi


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Predictive Business Process Monitoring with LSTM Neural Networks


May 16, 2017
Niek Tax, Ilya Verenich, Marcello La Rosa, Marlon Dumas

* Lecture Notes in Computer Science, 10253 (2017) 477-492 
* Accepted at the International Conference on Advanced Information Systems Engineering (CAiSE) 2017 

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Business Process Deviance Mining: Review and Evaluation


Aug 29, 2016
Hoang Nguyen, Marlon Dumas, Marcello La Rosa, Fabrizio Maria Maggi, Suriadi Suriadi


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