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Explainability in Predictive Process Monitoring: When Understanding Helps Improving · Study

WorkExplainability in Predictive Process Monitoring: When Understanding Helps Improving

Williams Rizzi2020

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Workgreen2020

Explainability in Predictive Process Monitoring: When Understanding Helps Improving

Williams Rizzi · Chiara Di Francescomarino · Fabrizio Maria Maggi

60 citations·0/0 files stored·Lecture notes in business information processing

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Business Process Modeling and Analysis Software Testing and Debugging Techniques Explainable Artificial Intelligence (XAI)

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References

2010Time prediction based on process mining 2019Outcome-Oriented Predictive Process Monitoring 2014Predictive Monitoring of Business Processes 2019Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring 2015Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes 2016Clustering-Based Predictive Process Monitoring 2018Predictive Process Monitoring Methods: Which One Suits Me Best?2013Prediction of Remaining Service Execution Time Using Stochastic Petri Nets with Arbitrary Firing Delays

Cited by

2024Machine learning in business process management: A systematic literature review 2023An explainable decision support system for predictive process analytics 2023Trace encoding in process mining: A survey and benchmarking 2022Exploring Gated Graph Sequence Neural Networks for Predicting Next Process Activities 2023Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions

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2016Complex Symbolic Sequence Clustering and Multiple Classifiers for Predictive Process Monitoringother · 8 shared references 2016Predictive Business Process Monitoring Framework with Hyperparameter Optimizationother · 8 shared references 2022How do I update my model? On the resilience of Predictive Process Monitoring models to changearticle · 8 shared references 2018Predictive monitoring of temporally-aggregated performance indicators of business processes against low-level streaming eventsarticle · 8 shared references 2021Deep Learning for Predictive Business Process Monitoring: Review and Benchmarkarticle · 8 shared references 2022Predictive Process Monitoringchapter · 7 shared references

Details

Year2020

Typeother

Published2020-01-01

VenueLecture notes in business information processing

ISSN-L1865-1348

Languageen

Citations60

Files0 public / 0

ShelfBusiness Process Modeling and Analysis

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doi10.1007/978-3-030-58638-6_9

openalex_workW3083147251

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2024A hybrid machine learning with process analytics for predicting customer experience in online insurance services industry

2021FOX: a neuro-Fuzzy model for process Outcome prediction and eXplanation

2023A data-aware explainable deep learning approach for next activity prediction