Reality is not always what it seems Using process mining and conformance checking to find out what i - PowerPoint PPT Presentation

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Reality is not always what it seems Using process mining and conformance checking to find out what i

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YAWL model (executable workflow model) Conversions/exports/imports. ARIS ARIS PPM ... YAWL. CPN Tools. Petrify. Woflan. Heuristics nets. about 30 mining plug ... – PowerPoint PPT presentation

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Title: Reality is not always what it seems Using process mining and conformance checking to find out what i


1
Reality is not always what it seems!Using
process mining and conformance checking to find
out what is really going on in your system
  • Prof.dr.ir. Wil van der Aalst
  • Eindhoven University of Technology,
  • P.O. Box 513, 5600 MB Eindhoven, The Netherlands
  • w.m.p.v.d.aalst_at_tue.nl

2
Outline
  • Process Mining
  • Running example
  • Discovery
  • Conformance checking
  • Reality Check
  • Conclusion
  • The work of many people! Thanks to Ton
    Weijters, Boudewijn van Dongen, Ana Karla Alves
    de Medeiros, Anne Rozinat, Christian Günter, Eric
    Verbeek, Ronny Mans, Minseok Song, Laura
    Maruster, Huub de Beer, Peter van den Brand, Jan
    Mendling, Andriy Nikolov, Jianmin Wang, Lijie
    Wen, Irene Vanderfeesten, Mariska Netjes, Steffi
    Rinderle, Walid Gaaloul, Gianluigi Greco,
    Antonella Guzzo, etc. etc.

3
Overview Process Mining
4
Software systems are the mirror image of the
world
5
Dual role of process models
realistic models are difficult to verify
verification of models only makes sense if they
are an adequate reflection of reality
6
Event logs are a reflection of reality
logs are everywhere and there will be more
7
Examples
8
Process mining Linking events to models
9
Toy example to explain basic ideaReviewing of
papers for VVSS ?
10
  • Event log
  • processes
  • process instances
  • events
  • Per event
  • activity name
  • (event type)
  • (originator)
  • (timestamp)
  • (data)

11
attributes of an event
end of activity
start of activity
start of process instance
12
Discovery
13
(No Transcript)
14
No transactional information
15
EPC model (SAP,ARIS, etc)
16
YAWL model (executable workflow model)
17
Conversions/exports/imports
  • ARIS ARIS PPM
  • BPEL 1.1 (WebSphere/Oracle)
  • YAWL
  • CPN Tools
  • Petrify
  • Woflan
  • Heuristics nets

18
about 30 mining plug-ins!
19
Social network analysis
20
Decision point analysis
builds a decision tree for each choice
21
Performance analysis
22
Discovering patterns
23
Conformance Checking
24
Comparing the discovered model with the log (f1)
25
Adding deviations to the log (f0.89)
26
LTL checker plug-in
27
Reality Check
28
Goal of ProM Complete support
Staffware FLOWer Websphere YAWL ADEPT ARIS
PPM/SIM Outlook Caramba SAP PeopleSoft InConcert I
BM MQSeries CPN Tools CVS Oracle BPEL UML
SD company specific systems ...
CJIB UWV Rijkswaterstaat ASML AMC
hospital Catharina hospital Eindhoven Heusden ING
Bank Philips medical systems ...
EPC (ARIS, ARIS PPM, EPML,Visio) BPEL (Oracle
BPEL, Websphere) YAWL Petri nets (PNML, TPN,
...) CPN (CPN Tools) Protos ... Netminer ...
29
Reality Check
  • Process mining on structured/administrative
    workflow-like logs is relatively easy.
  • However, let us look at two extreme logs
  • A log from a hospital with information on
    treatments, complications, and diagnoses.
  • A log from a manufacturer of high-tech system
    with information on system tests.

30
Conclusion
  • Reality is different from models!
  • The existence of event data enables a wide
    variety of process mining techniques discovery
    and conformance.
  • ProM supports this (150 plug-ins)
  • Although quite successful for "structured
    processes", "spaghetti processes" remain a
    challenge (two examples were given).
  • Research should aim to address this challenge.

31
Relevant WWW sites
  • http//www.processmining.org
  • http//promimport.sourceforge.net
  • http//prom.sourceforge.net
  • http//www.workflowpatterns.com
  • http//www.workflowcourse.com
  • http//www.win.tue.nl/is/
  • http//is.tm.tue.nl/staff/wvdaalst
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