Predictive 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 tasks... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Multivariate Time Series Forecasting BPI challenge '12 LSTM Accuracy 0.7600 # 1
Multivariate Time Series Forecasting Helpdesk LSTM Accuracy 0.7123 # 1

Methods used in the Paper


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