计算机科学 ›› 2016, Vol. 43 ›› Issue (6): 167-172.doi: 10.11896/j.issn.1002-137X.2016.06.034
吉才盈,代飞,李彤,蒋旭东
JI Cai-ying, DAI Fei, LI Tong and JIANG Xu-dong
摘要： 如何获取实际运作的软件过程(而非经验过程)是一个关键问题。软件过程的事件数据呈现记录多、无明确活动与独具过程特性的特点,使得现有的业务过程挖掘方法难以被有效应用。首先获取事件日志的原子活动；然后采用折叠的方法从软件项目开发实例中挖掘活动模式,获取软件过程,对不同时期的软件开发行为进行分析；最后通过一个开源项目的实际案例来验证该方法。
| [1] Cook J E,Wolf A L.Discovering models of software processes from event-based data[J].ACM Transactions on Software Engineering and Methodology (TOSEM),1998,7(3):215-249 [2] Baier T,Mendling J.Bridging abstraction layers in process mi-ning:Event to activity mapping[M]∥Enterprise,Business-Process and Information Systems Modeling.2013,Springer,2013:109-123 [3] Rubin V,Lomazova I,van der Aalst W M.Agile developmentwith software process mining[C]∥Proceedings of the 2014 International Conference on Software and System Process.ACM,2014 [4] Hilbert M,López P.The world’s technological capacity tostore,communicate,and compute information[J].Sscience,2011,332(6025):60-65 [5] Manyika J,et al.Big data:The next frontier for innovation,competition,and productivity[M].2011 [6] Van Der Aalst W,et al.Process mining manifesto[M]∥Business Process Management Workshops.Springer,2012 [7] Van Der Aalst W.Process mining:discovery,conformance andenhancement of business processes[M].Springer Science & Business Media,2011 [8] Rubin V,Kindler E,Schfer W.Activity Mining for Discovering Software Process Models[C]∥Proc.of the Software Enginee-ring.2006 [9] Kindler E,Rubin V,Schfer W.Incremental workflow miningbased on document versioning information[C]∥ International Software process Workshop(ICSP).2005:287-301 [10] Van der Aalst W,Weijters T,Maruster L.Workflow mining:Discovering process models from event logs[J].IEEE Transactions on Knowledge and Data Engineering,2004,16(9):1128-1142 [11] Weijters A J,Van der Aalst W M.Rediscovering workflow mo-dels from event-based data using little thumb[J].Integrated Computer-Aided Engineering,2003,10(2):151-162 [12] Günther C W,Van Der Aalst W M.Fuzzy mining-adaptive pro-cess simplification based on multi-perspective metrics[M]∥Business Process Management.Springer,2007:328-343 [13] Lemos A M,et al.Using process mining in software development process management:A case study[C]∥2011 IEEE International Conference on Systems,Man,and Cybernetics (SMC).IEEE,2011 [14] Ristad E S,Yianilos P N.Learning string-edit distance[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1998,20(5):522-532 [15] Rubin V,et al.Process Mining Framework for Software Processes[M]∥Software Process Dynamics and Agility.Springer,2007:169-181 [16] Bose R J C,van der Aalst W M.Abstractions in process mining:A taxonomy of patterns[M]∥Business Process Management.Springer,2009:159-175 [17] Ukkonen E.On-line construction of suffix trees[J].Algorithmica,1995,14(3):249-260 [18] Li J,Bose R J C,Van Der Aalst W M.Mining context-dependent and interactive business process maps using execution patterns[M]∥Business Process Management.Springer,2011 [19] Fahland D,Van Der Aalst W M.Simplifying mined process mo-dels:an approach based on unfoldings[M]∥Business Process Management.Springer,2011:362-378 |
| No related articles found! |
|
||
首页