A Hybrid Approach to Process Mining: Finding Immediate Successors of a Process by Using From-To Chart


Esgin E., Senkul P.

8th International Conference on Machine Learning and Applications, Florida, Amerika Birleşik Devletleri, 13 - 15 Aralık 2009, ss.664-665 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/icmla.2009.107
  • Basıldığı Şehir: Florida
  • Basıldığı Ülke: Amerika Birleşik Devletleri
  • Sayfa Sayıları: ss.664-665
  • Anahtar Kelimeler: From-to Chart, Process Discovery, Immediate Successor, Process Mining, Event Logs, MODELS, LOGS
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

Process mining is a branch of data mining that aims to discover process model from the event logs. In this study, we propose a hybrid approach to process mining in such a way that, "from-to chart" is used as the front-end to monitor the transitions among activities of a realistic event log. Another novelty of this study is developed evaluation metrics, which are used for finding immediate successors in order to convert these raw relations into dependency/frequency graph.