DocumentCode :
589908
Title :
Process mining using α-algorithm as a tool (A case study of student registration)
Author :
Weerapong, S. ; Porouhan, Parham ; Premchaiswadi, Wichian
Author_Institution :
Grad. Sch. of Inf. Technol., Siam Univ., Bangkok, Thailand
fYear :
2012
fDate :
21-23 Nov. 2012
Firstpage :
213
Lastpage :
220
Abstract :
The α-algorithm is an algorithm used in process mining, aimed at reconstructing causality from a set of sequences of events. In this paper we used alpha algorithm in order to focus on the control flow perspective of students´ registration process model in one of the universities in Thailand. The event log consisted of 299 cases and 569 events. Initially the data was received in form of MS Access Database but later using PromImport platform, the data was converted into MXML, a format that commonly is used in Prom. Though the paper applies the α-algorithm in presented case study, yet the α-algorithm could not adequately deal with loops and concurrency of process models. Therefore, the α-algorithm should not be seen as a very practical mining technique as it has its own problems with noise, infrequent/incomplete behavior, and complex routing constructs. Nevertheless, we used the algorithm as a baseline for discussing the challenges related to model discovery of registration process in an academic environment.
Keywords :
Petri nets; XML; data mining; database management systems; educational administrative data processing; educational institutions; MS Access Database; MXML format; PromImport platform; Thailand; academic environment; alpha algorithm; causality reconstruction; control flow perspective; data conversion; mining extensible markup language; process mining; student registration; university; Data mining; Educational institutions; Filtering algorithms; Organizations; PROM; Unified modeling language; α-algorithm; Petri nets; process mining; students´ registration process; workflow Petri nets; workflow mining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
ICT and Knowledge Engineering (ICT & Knowledge Engineering), 2012 10th International Conference on
Conference_Location :
Bangkok
ISSN :
2157-0981
Print_ISBN :
978-1-4673-2316-1
Type :
conf
DOI :
10.1109/ICTKE.2012.6408558
Filename :
6408558
Link To Document :
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