Process data properties matter: Introducing gated convolutional neural networks (GCNN) and key-value-predict attention networks (KVP) for next event prediction with deep learning

Author:

Heinrich Kai,Zschech Patrick,Janiesch Christian,Bonin Markus

Publisher

Elsevier BV

Subject

Information Systems and Management,Arts and Humanities (miscellaneous),Developmental and Educational Psychology,Information Systems,Management Information Systems

Reference65 articles.

1. Predictive monitoring of business processes: a survey;Márquez-Chamorro;IEEE Trans. Serv. Comput.,2018

2. An eye into the future: leveraging A-priori knowledge in predictive business process monitoring, in: Proceedings of the 15th International Conference on Business Process Management (BPM);Di Francescomarino;Barcelona,2017

3. Business Process Analytics, Handbook on Business Process Management;zur Mühlen,2010

4. Prediction of business process durations using non-Markovian stochastic petri nets;Rogge-Solti;Inf. Syst.,2015

5. Predicting process behaviour using deep learning;Evermann;Decis. Support. Syst.,2017

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