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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 1–50 of 50 papers

TitleStatusHype
The Role of Explanation Styles and Perceived Accuracy on Decision Making in Predictive Process Monitoring—0
Self-Explaining Neural Networks for Business Process Monitoring—0
Directly Follows Graphs Go Predictive Process Monitoring With Graph Neural Networks—0
Achieving Group Fairness through Independence in Predictive Process MonitoringCode0
Generating Realistic Adversarial Examples for Business Processes using Variational Autoencoders—0
Extending predictive process monitoring for collaborative processes—0
Attention Please: What Transformer Models Really Learn for Process PredictionCode0
HOEG: A New Approach for Object-Centric Predictive Process MonitoringCode0
Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process MonitoringCode0
Structural Positional Encoding for knowledge integration in transformer-based medical process monitoringCode0
Interpretable and Explainable Machine Learning Methods for Predictive Process Monitoring: A Systematic Literature Review—0
Knowledge-Driven Modulation of Neural Networks with Attention Mechanism for Next Activity PredictionCode0
Enhancing the Accuracy of Predictors of Activity Sequences of Business ProcessesCode0
Measuring the Stability of Process Outcome Predictions in Online SettingsCode0
Inter-case Predictive Process Monitoring: A candidate for Quantum Machine Learning?—0
Just Tell Me: Prompt Engineering in Business Process Management—0
Quantifying and Explaining Machine Learning Uncertainty in Predictive Process Monitoring: An Operations Research Perspective—0
Communicating Uncertainty in Machine Learning Explanations: A Visualization Analytics Approach for Predictive Process Monitoring—0
Explain, Adapt and Retrain: How to improve the accuracy of a PPM classifier through different explanation styles—0
Performance-Preserving Event Log Sampling for Predictive Monitoring—0
Trace Encoding in Process Mining: a survey and benchmarkingCode1
Can recurrent neural networks learn process model structure?Code0
Nirdizati: an Advanced Predictive Process Monitoring Toolkit—0
Learning Uncertainty with Artificial Neural Networks for Improved Predictive Process MonitoringCode0
Predictive Compliance Monitoring in Process-Aware Information Systems: State of the Art, Functionalities, Research Directions—0
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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