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
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