Process mining on databases : unearthing historical data from redo logs

E. González-López de Murillas, W.M.P. van der Aalst, H.A. Reijers

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

37 Citaten (Scopus)
8 Downloads (Pure)

Samenvatting

Process Mining techniques rely on the existence of event data. However, in many cases it is far from trivial to obtain such event data. Considerable efforts may need to be spent on making IT systems record historic data at all. But even if such records are available, it may not be possible to derive an event log for the case notion one is interested in, i.e., correlating events to form process instances may be challenging. This paper proposes an approach that exploits a commonly available and versatile source of data, i.e. database redo logs. Such logs record the writing operations performed in a general-purpose database for a range of objects, which constitute a collection of events. By using the relations between objects as specified in the associated data model, it is possible to turn such events into an event log for a wide range of case types. The resulting logs can be analyzed using existing process mining techniques. Keywords: Process mining; Database; Redo log; Historical data; Trace creation; Transitive relations; Data model
Originele taal-2Engels
TitelBusiness Process Management (13th International Conference, BPM 2015, Innsbruck, Austria, August 31-September 3, 2015)
RedacteurenH.R. Motahari-Nezhad, J. Recker, M. Weidlich
Plaats van productieBerlin
UitgeverijSpringer
Pagina's367-385
ISBN van geprinte versie978-3-319-23062-7
DOI's
StatusGepubliceerd - 2015

Publicatie series

NaamLecture Notes in Computer Science
Volume9253
ISSN van geprinte versie0302-9743

Vingerafdruk

Duik in de onderzoeksthema's van 'Process mining on databases : unearthing historical data from redo logs'. Samen vormen ze een unieke vingerafdruk.

Citeer dit