Predicting Process Behaviour using Deep Learning

14 December 2016

Papers citing "Predicting Process Behaviour using Deep Learning"

17 / 17 papers shown

Title
Performance-Preserving Event Log Sampling for Predictive Monitoring M. Sani Mozhgan Vazifehdoostirani Gyunam Park Marco Pegoraro S. V. Zelst Wil M.P. van der Aalst 36 7 0 18 Jan 2023
Explainable Artificial Intelligence for Improved Modeling of Processes Riza Velioglu Jan Philip Göpfert André Artelt Barbara Hammer AI4TS 14 4 0 01 Dec 2022
Encoder-Decoder Model for Suffix Prediction in Predictive Monitoring Efrén Rama-Maneiro Pablo Monteagudo-Lago J. Vidal Manuel Lama 35 1 0 29 Nov 2022
Event Log Sampling for Predictive Monitoring M. Sani Mozhgan Vazifehdoostirani Gyunam Park Marco Pegoraro S. V. Zelst Wil M.P. van der Aalst 40 7 0 04 Apr 2022
Counterfactual Explanations for Predictive Business Process Monitoring Tsung-Hao Huang Andreas Metzger Klaus Pohl 19 19 0 24 Feb 2022
Can deep neural networks learn process model structure? An assessment framework and analysis Jari Peeperkorn S. vanden Broucke Jochen De Weerdt 24 7 0 24 Feb 2022
Explainable Predictive Process Monitoring: A User Evaluation Williams Rizzi M. Comuzzi Chiara Di Francescomarino Chiara Ghidini Suhwan Lee F. Maggi Alexander Nolte FaML XAI 16 8 0 15 Feb 2022
Embedding Graph Convolutional Networks in Recurrent Neural Networks for Predictive Monitoring Efrén Rama-Maneiro J. Vidal Manuel Lama GNN 14 15 0 17 Dec 2021
How do I update my model? On the resilience of Predictive Process Monitoring models to change Williams Rizzi1 Chiara Di Francescomarino Chiara Ghidini F. Maggi 24 18 0 08 Sep 2021
Process Outcome Prediction: CNN vs. LSTM (with Attention) Hans Weytjens Jochen De Weerdt AI4TS 27 43 0 14 Apr 2021
Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning Manuel Camargo Marlon Dumas Oscar González Rojas 11 18 0 22 Mar 2021
A Deep Adversarial Model for Suffix and Remaining Time Prediction of Event Sequences Farbod Taymouri M. Rosa S. Erfani 19 25 0 15 Feb 2021
Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novel Local Explanation Approach for Predictive Process Monitoring Nijat Mehdiyev Peter Fettke AI4TS 25 55 0 04 Sep 2020
From Robotic Process Automation to Intelligent Process Automation: Emerging Trends Tathagata Chakraborti Vatche Isahagian Rania Y. Khalaf Y. Khazaeni Vinod Muthusamy Yara Rizk Merve Unuvar AI4CE 22 43 0 27 Jul 2020
Exploring Interpretability for Predictive Process Analytics Renuka Sindhgatta Chun Ouyang Catarina Moreira 8 2 0 22 Dec 2019
Classifying Process Instances Using Recurrent Neural Networks Markku Hinkka Teemu Lehto Keijo Heljanko Alexander Jung 16 35 0 16 Sep 2018
Decision support from financial disclosures with deep neural networks and transfer learning Mathias Kraus Stefan Feuerriegel AIFin 14 261 0 11 Oct 2017