过程挖掘算法研究综述

A Survey of Process Mining Algorithms

首先对过程模型的三种表示方法Petri网、因果网和过程树进行了介绍。指出了目前过程挖掘算法研究中需要注意的三类关键问题。对主流的过程挖掘算法进行了分类总结。深入比较了当前最有效的三种过程挖掘算法Evolutionary Tree Miner、Inductive Miner和Hybrid ILP Miner,并指出了三种算法的优势和不足。最后,对过程挖掘算法的研究趋势进行了总结。

Three representation methods of process model,including petri net,causal net and process tree,are firstly introduced.Three key problems that should be noticed in the research of process mining algorithm are indicated.The major algorithms of process mining are summarized in category.Furthermore,three most effective algorithms of process mining,including Evolutionary Tree Miner,Inductive Miner,Hybrid ILP Miner,are compared,and meanwhile the advantages as well as the disadvantages are pointed out.Finally,the research trends of the process mining algorithms are concluded.