Proceeding of the Electrical Engineering Computer Science and Informatics
Vol 4: EECSI 2017

CHMM for Discovering Intentional Process Model From Event Logs by Considering Sequence of Activities

R. Sungkono, Kelly (Department of Informatics Engineering Institut Teknologi Sepuluh Nopember Surabaya,)
Sarno, Riyanarto (Department of Informatics Engineering Institut Teknologi Sepuluh Nopember Surabaya)



Article Info

Publish Date
01 Nov 2017

Abstract

An intentional process model is known to analyze processes deeply and provide recommendations for the upcoming processes. Nevertheless, the discovery of intentions is a difficult task because the intentions are not recorded in the event log, but they encourage the executable activities in the event log. Map Miner is the latest algorithm to depict the intentional process model. A disadvantage of this algorithm is the inability to determine   strategies   that   contain   same   activities   with   the different sequence with other strategies. This disadvantage leads failure on the intentional process model. This research proposes an  algorithm for  discovering  an intentional  process  model  by considering the sequence of activities and CHMM (Coupled Hidden Markov Model). The probabilities and states of CHMM are utilized for the formation of the intentional process model. The experiment shows that the proposed algorithm with considering the sequence of activities gets an appropriate intentional process model. It also demonstrates that an obtained intentional  process  model  using  proposed  algorithm  gets  the better  validity  than  an  intentional  process  model  using  Map Miner Method.

Copyrights © 2017






Journal Info

Abbrev

EECSI

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering

Description

Proceeding of the Electrical Engineering Computer Science and Informatics publishes papers of the "International Conference on Electrical Engineering Computer Science and Informatics (EECSI)" Series in high technical standard. The Proceeding is aimed to bring researchers, academicians, scientists, ...