Process mining in the large : a tutorial

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademic

41 Citaten (Scopus)

Samenvatting

Recently, process mining emerged as a new scientific discipline on the interface between process models and event data. On the one hand, conventional Business Process Management (BPM) and Workflow Management (WfM) approaches and tools are mostly model-driven with little consideration for event data. On the other hand, Data Mining (DM), Business Intelligence (BI), and Machine Learning (ML) focus on data without considering end-to-end process models. Process mining aims to bridge the gap between BPM and WfM on the one hand and DM, BI, and ML on the other hand. Here, the challenge is to turn torrents of event data ("Big Data") into valuable insights related to process performance and compliance. Fortunately, process mining results can be used to identify and understand bottlenecks, inefficiencies, deviations, and risks. This tutorial paper introduces basic process mining techniques that can be used for process discovery and conformance checking. Moreover, some very general decomposition results are discussed. These allow for the decomposition and distribution of process discovery and conformance checking problems, thus enabling process mining in the large. Keywords: Process mining; Big Data; Process discovery; Conformance checking
Originele taal-2Engels
TitelBusiness Intelligence : Third European Summer School, eBISS 2013, Dagstuhl Castle, Germany, July 7-12, 2013, Tutorial Lectures
RedacteurenE. Zimányi
Plaats van productieBerlin
UitgeverijSpringer
Pagina's33-76
DOI's
StatusGepubliceerd - 2014
Evenementconference; Third European Summer School on Business Intelligence -
Duur: 1 jan 2014 → …

Publicatie series

NaamLecture Notes in Business Information Processing
Volume172
ISSN van geprinte versie1865-1348

Congres

Congresconference; Third European Summer School on Business Intelligence
Periode1/01/14 → …
AnderThird European Summer School on Business Intelligence

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