计算机科学 ›› 2016, Vol. 43 ›› Issue (4): 214-218.doi: 10.11896/j.issn.1002-137X.2016.04.044
白雪骢,朱焱
BAI Xue-cong and ZHU Yan
摘要： 为了满足高效率的自动化生产需要,支持流程控制的工作流管理系统 的应用越来越广泛。流程挖掘可以使用事件日志等历史数据生成抽象流程模型,为工作流系统的部署提供有利条件。首先总结归纳了一种较通用的基于启发式优化算法的流程挖掘框架；然后依照该流程挖掘框架将禁忌搜索算法用于流程挖掘领域,针对禁忌搜索中程序初始化、邻域构建方法和禁忌表构造等几个关键问题进行了详细阐述和论证；最后将算法实现为ProM的插件并进行了对比实验。实验验证了该流程挖掘框架的正确性,表明了禁忌搜索流程挖掘方法对不同流程结构具有良好支持,对数据噪声具有较强的鲁棒性和更少的时间消耗。
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