Papers Predictive Process Monitoring
“Predictive Process Monitoring” 태그가 달린 논문 50편 · 필터 해제
Explainable Predictive Process Monitoring
Predictive Business Process Monitoring is becoming an essential aid for organizations, providing online operational support of their processes. This paper tackles the fundamental problem of equipping predictive business …
Predictive Process MonitoringCause vs. Effect in Context-Sensitive Prediction of Business Process Instances
Predicting undesirable events during the execution of a business process instance provides the process participants with an opportunity to intervene and keep the process aligned with its goals. Few approaches for tacklin…
PredictionPredictive Process MonitoringPredictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction
Predictive process monitoring aims to predict future characteristics of an ongoing process case, such as case outcome or remaining timestamp. Recently, several predictive process monitoring methods based on deep learning…
Predictive Process MonitoringFire Now, Fire Later: Alarm-Based Systems for Prescriptive Process Monitoring
Predictive process monitoring is a family of techniques to analyze events produced during the execution of a business process in order to predict the future state or the final outcome of running process instances. Existi…
Predictive Process MonitoringIncremental Predictive Process Monitoring: How to Deal with the Variability of Real Environments
A characteristic of existing predictive process monitoring techniques is to first construct a predictive model based on past process executions, and then use it to predict the future of new ongoing cases, without the pos…
Incremental LearningPredictive Process MonitoringPredictive Process Monitoring Methods: Which One Suits Me Best?
Predictive process monitoring has recently gained traction in academia and is maturing also in companies. However, with the growing body of research, it might be daunting for companies to navigate in this domain in order…
NavigatePredictive Process MonitoringAlarm-Based Prescriptive Process Monitoring
Predictive process monitoring is concerned with the analysis of events produced during the execution of a process in order to predict the future state of ongoing cases thereof. Existing techniques in this field are able …
Predictive Process MonitoringTemporal Stability in Predictive Process Monitoring
Predictive process monitoring is concerned with the analysis of events produced during the execution of a business process in order to predict as early as possible the final outcome of an ongoing case. Traditionally, pre…
Binary ClassificationPredictive Process MonitoringTime SeriesTime Series AnalysisOutcome-Oriented Predictive Process Monitoring: Review and Benchmark
Predictive business process monitoring refers to the act of making predictions about the future state of ongoing cases of a business process, based on their incomplete execution traces and logs of historical (completed) …
Predictive Process MonitoringPredictive Business Process Monitoring with LSTM Neural Networks
Predictive business process monitoring methods exploit logs of completed cases of a process in order to make predictions about running cases thereof. Existing methods in this space are tailor-made for specific prediction…
Multivariate Time Series ForecastingPredictive Process MonitoringTime Series Prediction