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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 26–50 of 50 papers

TitleStatusHype
Event Log Sampling for Predictive Monitoring—0
Explainability in Process Outcome Prediction: Guidelines to Obtain Interpretable and Faithful ModelsCode0
Counterfactual Explanations for Predictive Business Process Monitoring—0
Can deep neural networks learn process model structure? An assessment framework and analysisCode0
XAI in the context of Predictive Process Monitoring: Too much to RevealCode0
Explainability of Predictive Process Monitoring Results: Can You See My Data Issues?Code0
Explainable Predictive Process Monitoring: A User Evaluation—0
ProcK: Machine Learning for Knowledge-Intensive Processes—0
How do I update my model? On the resilience of Predictive Process Monitoring models to change—0
Creating Unbiased Public Benchmark Datasets with Data Leakage Prevention for Predictive Process MonitoringCode0
Learning Uncertainty with Artificial Neural Networks for Improved Remaining Time Prediction of Business ProcessesCode0
Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded ApproachCode0
Predictive Process Model Monitoring using Recurrent Neural Networks—0
Local Post-Hoc Explanations for Predictive Process Monitoring in Manufacturing—0
Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novel Local Explanation Approach for Predictive Process Monitoring—0
Explainable Predictive Process MonitoringCode0
Cause vs. Effect in Context-Sensitive Prediction of Business Process Instances—0
Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event PredictionCode1
Fire Now, Fire Later: Alarm-Based Systems for Prescriptive Process MonitoringCode0
Incremental Predictive Process Monitoring: How to Deal with the Variability of Real Environments—0
Predictive Process Monitoring Methods: Which One Suits Me Best?—0
Alarm-Based Prescriptive Process MonitoringCode0
Temporal Stability in Predictive Process MonitoringCode0
Outcome-Oriented Predictive Process Monitoring: Review and BenchmarkCode0
Predictive Business Process Monitoring with LSTM Neural NetworksCode0
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