[1] Rogge-Solti A, Weske M. Prediction of remaining service execution time using stochastic Petri nets with arbitrary firing delays[C]//International Conference on Service-Oriented Computing. Berlin, Heidelberg:Springer, 2013:389-403.
[2] Rogge-Solti A, Weske M. Prediction of business process durations using non-Markovian stochastic Petri nets[J]. Information Systems, 2015, 54:1-14.
[3] Ghattas J, Soffer P, Peleg M. Improving business process decision making based on past experience[J]. Decision Support Systems, 2014, 59:93-107.
[4] Lakshmanan G T, Shamsi D, Doganata Y N, et al. A markov prediction model for data-driven semi-structured business processes[J]. Knowledge and Information Systems, 2015, 42(1):97-126.
[5] Maggi F M, Burattin A, Cimitile M, et al. Online process discovery to detect concept drifts in ltl-based declarative process models[C]//OTM Confederated International Conferences on the Move to Meaningful Internet Systems. Berlin, Heidelberg:Springer, 2013:94-111.
[6] Burattin A, Cimitile M, Maggi F M, et al. Online discovery of declarative process models from event streams[J]. IEEE Transactions on services computing, 2015, 8(6):833-846.
[7] Leontjeva A, Conforti R, Di Francescomarino C, et al. Complex symbolic sequence encodings for predictive monitoring of business processes[C]//International Conference on Business Process Management. Cham:Springer, 2015:297-313.
[8] Tax N, Verenich I, La Rosa M, et al. Predictive business process monitoring with LSTM neural networks[C]//International Conference on Advanced Information Systems Engineering. Cham:Springer, 2017:477-492.
[9] Polato M, Sperduti A, Burattin A, et al. Data-aware remaining time prediction of business process instances[C]//2014 International Joint Conference on Neural Networks (IJCNN).[S. l.]:IEEE, 2014:816-823.
[10] Le M, Nauck D, Gabrys B, et al. Sequential approaches for predicting business process outcome and process failure warning[C]//SIMPDA. Riva del Garda, Italy:ASSERT4SOA, 2013:1-15.
[11] van Dongen. BPI challenge 2015 dataset[DB/OL]. (2015-05-01)[2018-07-01]. http://EindhovenUniversityofTechnology, 2015.
[12] van Dongen. BPI challenge 2018[DB/OL]. (2018-03-13)[2018-07-01]. http://EindhovenUniversityofTechnology, 2018. |