Deep Learning for Predictive Business Process Monitoring: Review and Benchmark

09/24/2020
by   Efrén Rama-Maneiro, et al.
0

Predictive monitoring of business processes is concerned with the prediction of ongoing cases on a business process. Lately, the popularity of deep learning techniques has propitiated an ever-growing set of approaches focused on predictive monitoring based on these techniques. However, the high disparity of process logs and experimental setups used to evaluate these approaches makes it especially difficult to make a fair comparison. Furthermore, it also difficults the selection of the most suitable approach to solve a specific problem. In this paper, we provide both a systematic literature review of approaches that use deep learning to tackle the predictive monitoring tasks. In addition, we performed an exhaustive experimental evaluation of 10 different approaches over 12 publicly available process logs.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/08/2018

Survey and cross-benchmark comparison of remaining time prediction methods in business process monitoring

Predictive business process monitoring methods exploit historical proces...
research
04/01/2021

Evaluating Predictive Business Process Monitoring Approaches on Small Event Logs

Predictive business process monitoring is concerned with the prediction ...
research
01/22/2021

A systematic literature review on state-of-the-art deep learning methods for process prediction

Process mining enables the reconstruction and evaluation of business pro...
research
12/17/2021

Embedding Graph Convolutional Networks in Recurrent Neural Networks for Predictive Monitoring

Predictive monitoring of business processes is a subfield of process min...
research
04/06/2018

Predictive Process Monitoring Methods: Which One Suits Me Best?

Predictive process monitoring has recently gained traction in academia a...
research
09/08/2021

How do I update my model? On the resilience of Predictive Process Monitoring models to change

Existing well investigated Predictive Process Monitoring techniques typi...
research
10/11/2018

A Blended Deep Learning Approach for Predicting User Intended Actions

User intended actions are widely seen in many areas. Forecasting these a...

Please sign up or login with your details

Forgot password? Click here to reset