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Predictive Process Monitoring

A branch of predictive analysis that attempts to predict some future state of a business process.

Papers

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Showing 1–25 of 50 papers

TitleStatusHype
Trace Encoding in Process Mining: a survey and benchmarkingCode1
Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event PredictionCode1
Explainability of Predictive Process Monitoring Results: Can You See My Data Issues?Code0
Attention Please: What Transformer Models Really Learn for Process PredictionCode0
Knowledge-Driven Modulation of Neural Networks with Attention Mechanism for Next Activity PredictionCode0
Learning Uncertainty with Artificial Neural Networks for Improved Remaining Time Prediction of Business ProcessesCode0
Learning Uncertainty with Artificial Neural Networks for Improved Predictive Process MonitoringCode0
Explainability in Process Outcome Prediction: Guidelines to Obtain Interpretable and Faithful ModelsCode0
Measuring the Stability of Process Outcome Predictions in Online SettingsCode0
Explainable Predictive Process MonitoringCode0
Outcome-Oriented Predictive Process Monitoring: Review and BenchmarkCode0
Can deep neural networks learn process model structure? An assessment framework and analysisCode0
Predictive Business Process Monitoring with LSTM Neural NetworksCode0
Creating Unbiased Public Benchmark Datasets with Data Leakage Prevention for Predictive Process MonitoringCode0
Can recurrent neural networks learn process model structure?Code0
Fire Now, Fire Later: Alarm-Based Systems for Prescriptive Process MonitoringCode0
Enhancing the Accuracy of Predictors of Activity Sequences of Business ProcessesCode0
Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process MonitoringCode0
HOEG: A New Approach for Object-Centric Predictive Process MonitoringCode0
Structural Positional Encoding for knowledge integration in transformer-based medical process monitoringCode0
Temporal Stability in Predictive Process MonitoringCode0
Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded ApproachCode0
Achieving Group Fairness through Independence in Predictive Process MonitoringCode0
XAI in the context of Predictive Process Monitoring: Too much to RevealCode0
Alarm-Based Prescriptive Process MonitoringCode0
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