An empirical comparison of classification techniques for next event prediction using business process event logs

作者：

Highlights：

• Quantitative benchmark of classifiers in business process predictive monitoring.

• Considers 20 classifiers from 5 families, with different sampling and validation.

• Tested on real world data sets.

• Credal tree emerges as most likely superior performer.

摘要

•Quantitative benchmark of classifiers in business process predictive monitoring.•Considers 20 classifiers from 5 families, with different sampling and validation.•Tested on real world data sets.•Credal tree emerges as most likely superior performer.

论文关键词：Process indicators,Classification algorithms,Significance test,Performance evaluation,Event log,Empirical benchmark

论文评审过程：Received 30 July 2018, Revised 8 April 2019, Accepted 8 April 2019, Available online 12 April 2019, Version of Record 12 April 2019.

论文官网地址：https://doi.org/10.1016/j.eswa.2019.04.016