ICPM2021 Process Mining - 3rd International Conference on The Task Force on Process Mining presents
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Together with our Platinum Sponsors:
The Task Force on Process Mining presents:
3rd International Conference on
Process Mining
ICPM2021
ICPM 2021 is supported by:
Supported by our sponsors:
Platinum Sponsors:
Gold Sponsors:
Silver Sponsors:
Bronze Sponsors:
Startup Sponsors:
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
CONTENTS
Contents .................................................................................................................................................................. 1
About the conference.............................................................................................................................................. 2
Previous ICPM Conferences ................................................................................................................................ 2
Organizing Team ...................................................................................................................................................... 3
Conference venue ................................................................................................................................................... 5
Walking times between locations (in minutes)................................................................................................... 6
Detailed program .................................................................................................................................................... 7
Emergency phone numbers ................................................................................................................................ 7
Doctoral Consortium: October 31 (Sunday) ....................................................................................................... 8
Workshop Day: November 1 (Monday) ............................................................................................................. 9
17:30 – 20:30 Welcome reception ............................................................................................................... 10
Conference Day One: November 2 (Tuesday) .................................................................................................. 11
XES 2.0 Workshop: November 2 (Tuesday) ................................................................................................. 13
Intermezzo: Art-walk on the Campus ........................................................................................................... 14
Dinner in the city .......................................................................................................................................... 15
19:00 Steering Committee dinner (invitation only, QR code needed) ......................................................... 16
Industry Day: November 3 (Wednesday) ......................................................................................................... 17
17:00 – 19:00 Network reception ................................................................................................................. 19
19:00 – 22:30 Conference Dinner ................................................................................................................. 19
Conference day two: November 4 (Thursday) ................................................................................................. 20
Demo session schedule ................................................................................................................................ 22
Demo location .............................................................................................................................................. 22
Workshop programs .............................................................................................................................................. 24
2nd International Workshop on Leveraging Machine Learning in Process Mining ............................................ 25
4th International Workshop on Process-Oriented Data Science for Healthcare ............................................... 26
2nd International Workshop on Event Data and Behavioral Analytics .............................................................. 28
2nd International Workshop on Streaming Analytics for Process Mining.......................................................... 29
2nd Workshop on Trust, Privacy and Security Aspects in Process Analytics ...................................................... 30
6th Process Querying, Manipulation, and Intelligence ...................................................................................... 31
ICPM 2021 www.icpmconference.org 1
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) ABOUT THE CONFERENCE It is my pleasure to welcome you to Eindhoven for the 3rd International Conference on Process Mining (ICPM 2021). This year we are delighted that this edition of ICPM is held in person at Eindhoven University of Technology, The Netherlands from October 31 till November 4, 2021. Eindhoven is a bustling city in transition, with a constant flow of new developments in the fields of technology, innovation, knowledge creativity and design. This environment, together with the acknowledged experts whom we have invited, ensures a memorable scientific and social program. Process mining emerged in Eindhoven around the turn of this century. It’s therefore no surprise that many process mining vendors find their roots here and that enterprises in The Netherlands and neighbouring countries have embraced process mining as the main tool to improve their business processes in a data-driven and fact-based manner. ICPM provides a unique opportunity for vendors to meet the scientists developing new ideas in the field and customers applying process mining on a daily basis. Over 300 international delegates from across industry and academia are registered to attend the conference. This year’s conference has some unique features. First, the presentations are shorter than usual, with only 15 minutes per paper, followed by a panel discussion per session. Hopefully, this leads to engaging discussions between the authors, authors working on similar topics and the interested audience. Another new feature is that all workshop papers are published open-access. Hence, after the workshops, when the authors have had a chance to finalize their papers based on the discussions in the workshops, the proceedings will be made freely available. While Eindhoven has a lot to offer in terms of restaurants and bars, the social program takes place entirely on campus. This decision was driven by the COVID restrictions in place at the time of making the necessary bookings. However, we encourage you to visit the city in the program’s free time or afterwards. In particular, the GLOW festival may be worth staying longer for. Note that, at the time of writing, bars and restaurants will require proof of vaccination, recovery, or a negative test for COVID using the EU’s QR code system. During the conference, this code is not required (with exception of the steering committee dinner on Tuesday). I am looking forward to very informative days here in Eindhoven, full of interesting presentations and networking opportunities! Boudewijn van Dongen General Chair ICPM 2021 Previous ICPM Conferences ICPM 2019 in Aachen, Germany PC Co-Chairs: Josep Carmona, Mieke Jans and Marcello La Rosa General Chair: Wil van der Aalst ICPM 2020 in Padova, Italy (online) PC Co-Chairs: Marco Montali, Moe Thandar Wynn and Boudewijn van Dongen General Chair: Massimiliano De Leoni and Alessandro Sperduti 2 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
ORGANIZING TEAM
A conference like ICPM cannot become the great event it is without the help of many members of the
community. Below are the members of this year’s organizing committee
Program Committee Chairs
Claudio Di Ciccio Chiara Di
Sapienza University of Francescomarino
Rome Fondazione Bruno Kessler
Italy (FBK)
Italy
Pnina Soffer
University of Haifa
Israel
Workshop Chairs
Xixi Lu Jorge Munoz-Gama
Utrecht University Pontificia Universidad
The Netherlands Católica de Chile
Chile
Demo Chairs
Anna Kalenkova Gert Janssenswillen
University of Hasselt University
Melbourne Belgium
Australia
Industry Chairs
Hajo Reijers Rafael Accorsi
Utrecht University PWC
The Netherlands Switzerland
ICPM 2021 www.icpmconference.org 3
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Doctoral Consortium Chairs
Fabrizio Maria Maggi Mieke Jans
Free University of Hasselt University
Bozen-Bolzano Belgium
Italy
Local Organizers
Inge Rehorst Lucienne Dado
Project Manager ICPM Project Manager ICPM
2021 2021
Ine van de Moosdijk
Eindhoven University of
Technology
The Netherlands
Publicity Chair
Felix Mannhardt
Eindhoven University of
Technology
The Netherlands
4 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
CONFERENCE VENUE
ICPM 2021 takes place at Eindhoven University of Technology.
The campus of the Eindhoven University of Technology is situated in the heart of
Eindhoven, ten minutes walking distance from Eindhoven Central railway station.
Not only university buildings can be found on the compact green campus, but
companies, research institutes, and the Student Sports Centre as well. Most
buildings are connected via walkways. The map below indicates the important
buildings for ICPM 2021.
The entire campus is a non-smoking campus, also outdoors. This means that you have to go off-campus to smoke.
The closest smoking spot is indicated on the map below.
Car entrance Corona
Closest parkings: P1 and P2 demos
Smoking spot
Atlas
Lunch
Atlas
Auditorium Dinner
Main events,
coffee/tea
MetaForum
Train station
City center
ICPM 2021 www.icpmconference.org 5
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Walking times between locations (in minutes)
The main sessions of the conference take place in the ‘Blauwe Zaal’ or
blue hall of the Auditorium building. This building can easily be entered
from all sides. An entrance and parking for disabled people is also
available. From the auditorium it is a short walk, outside or indoors, to
Atlas, where our lunches take place.
Auditorium Atlas Luna (Corona) MetaForum Train City
station center
Registration Lunch Demos Doctoral
Coffee/Tea Consortium
Dinner
Main Tracks
Industry Day
Workshops
Auditorium 2 5 10 10 20 30
Atlas 5 1 5 5 20 30
Luna 10 5 1 10 25 35
MetaForum 10 5 10 1 25 35
Train station 20 20 25 25 0 5
City center 30 30 35 35 5 0
6 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
DETAILED PROGRAM
Sunday Doctoral Consortium
October 31
Monday Workshop day
November 1 Six parallel Workshops
Welcome reception
Tuesday Conference day 1
November 2 Opening
Keynote by Silvia Miksch
Paper Sessions
XES workshop (Auditorium 5)
Steering Committee dinner (invitation only, QR code needed)
Wednesday Industry day
November 3 Case studies
Friendly Battles
Networking reception
Conference dinner including best paper and reviewer awards and surprise act
Thursday Conference day 2
November 4 Paper Sessions
Demo Teasers
Demos
Award Ceremony
Emergency phone numbers
In case of problems with rooms or issues with registration, please contact the registration desk or call Ine van de
Moosdijk on +31 6 200 89898 (during conference hours).
Campus security can be reached via +31 40 247 2020, or in case of emergency, +31 40 247 2222
For other matters, please call Boudewijn van Dongen on +31 6 4277 8844 (reachable 24/7).
ICPM 2021 www.icpmconference.org 7
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Doctoral Consortium: October 31 (Sunday)
Location: MetaForum, MF14 (floor 6) and MF15 (floor 7)
Organized by: Mieke Jans and Fabrizio Maria Maggi
Local contact: Marwan Hassani, Felix Mannhardt,
Ine van de Moosdijk
The doctoral consortium provides ample opportunity for young PhD
candidates to discuss their work in depth with other PhD candidates and
senior researchers in the field. Mieke Jans and Fabrizio Maria Maggi will
be your hosts for the day in the MetaForum building.
As the building is not normally open on Sunday, access to the upper floors is limited. Should you get lost, please
call Ine van de Moosdijk or ask any of the local organizers to help you out.
Doctoral Consortium
8:50 – Gathering at the entrance of the MetaForum Building at the stairs in the market hall indicated by
9:00 the red arrows on the map on page 5.
(the DC will take place in MF 15 on floor 7 and MF 14 on floor 6)
9:00 – Introduction by DC chairs MF15
9:15
9:15 – 5-minute glimpse at PhD project of all admitted PhD students MF15
10:00
10:00 – Summary of review comments across all submissions MF15
10:15
10:15 – Coffee break and group configuration MF15
10:30
10:30 – Table discussions - part 1 MF15 and
11:15 MF14
11:15 – Coffee break MF15
11:30
11:30 – Table discussions - part 2 MF15 and
12:30 MF14
12:30 – Lunch MF15
13:30
13:30 – Plenary pitch presentations by admitted PhD students MF15
14:30
14:30 Closing MF15
8 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Workshop Day: November 1 (Monday)
Location: Auditorium 1, 2, 5, 7 and 8
Workshop Day
8:00 – Registrations Registration
9:00 desk
9:00 – 2nd International Workshop on Leveraging Machine Learning in Process Mining Auditorium 1
10:15
4th International Workshop on Process-Oriented Data Science for Healthcare Auditorium 2
2nd International Workshop on Event Data and Behavioral Analytics Auditorium 5
2nd International Workshop on Streaming Analytics for Process Mining Auditorium 7
2 Workshop on Trust, Privacy and Security Aspects in Process Analytics
nd
Auditorium 8
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – 2nd International Workshop on Leveraging Machine Learning in Process Mining Auditorium 1
12:20
4th International Workshop on Process-Oriented Data Science for Healthcare Auditorium 2
2nd International Workshop on Event Data and Behavioral Analytics Auditorium 5
2nd International Workshop on Streaming Analytics for Process Mining Auditorium 7
2nd Workshop on Trust, Privacy and Security Aspects in Process Analytics Auditorium 8
12:20 – Lunch Atlas,
14:00 north side
14:00 – 2nd International Workshop on Leveraging Machine Learning in Process Mining Auditorium 1
15:00
4th International Workshop on Process-Oriented Data Science for Healthcare Auditorium 2
2nd International Workshop on Event Data and Behavioral Analytics Auditorium 5
6th Process Querying, Manipulation, and Intelligence Auditorium 7
15:00 – Coffee / Tea Senaatszaal
15:45
15:45 – 2nd International Workshop on Leveraging Machine Learning in Process Mining Auditorium 1
17:00
4 International Workshop on Process-Oriented Data Science for Healthcare
th
Auditorium 2
2nd International Workshop on Event Data and Behavioral Analytics Auditorium 5
6th Process Querying, Manipulation, and Intelligence Auditorium 7
17:30 – Welcome reception Restaurant
20:30 area Atlas
ICPM 2021 www.icpmconference.org 93RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) 17:30 – 20:30 Welcome reception We would like to warmly welcome you to ICPM at the campus of Eindhoven University of Technology. The welcome reception offers you the chance to get in touch again with your colleagues whom you have been talking to via MS Teams or Zoom over the past year or two. The reception is held on the north side of the Atlas building. Atlas is the result of the renovation of the former TU/e main building. As a result of this renovation, the building’s CO2 emissions have been reduced by around 80 percent while the number of users has more than doubled. This reduction is partly due to the highly insulating glass facade and the fact that the building no longer uses fossil fuels: its connection to the gas grid is shut off. Heat and cooling now come from the campus-wide aquifer thermal energy storage system (ATES), which is one of the largest in Europe. 10 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Conference Day One: November 2 (Tuesday)
Location: Auditorium, Blauwe Zaal
It is a tradition for the ICPM conference series to invite keynote speakers from neighboring
research fields who themselves are interested in exploring the touchpoints between their
research areas and process mining.
We are happy to announce that the conference is opened with a keynote from Silvia Miksch.
Silvia Miksch is University Professor and head of the Research Division “Visual Analytics”
(CVAST), Institute of Visual Computing and Human-Centered Technology, TU Wien.
ICPM Conference Day 1
8:00 – Registrations Registration
9:00 desk
9:00 – Opening and Welcome Boudewijn van Dongen Blauwe Zaal
10:15 Wil van der Aalst
Claudio Di Ciccio
Chiara Di Francescomarino
Pnina Soffer
Keynote by Silvia Miksch
Session Chair: Boudewijn van Dongen
Silvia Miksch
Visual Analytics Meets Process Mining: Challenges and Opportunities
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Conformance Checking and Alignment Blauwe Zaal
12:20 Session chairs: Avigdor Gal & Mieke Jans
Ahmed Awad, Kristo Raun and Matthias Weidlich
Efficient Approximate Conformance Checking Using the Trie Data Structure
Giacomo Bergami, Fabrizio Maria Maggi, Marco Montali and Rafael Peñaloza
Probabilistic Trace Alignment
Jesus Ojeda
Partial MaxSAT computation of Conformance Checking Artefacts
Mathilde Boltenhagen, Thomas Chatain and Josep Carmona
An A*-Algorithm for Computing Discounted Anti-Alignments in Process Mining
Panel
Program continues on the next page
ICPM 2021 www.icpmconference.org 113RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
ICPM Conference Day 1 – continued
12:20 – Lunch Atlas,
14:00 north side
14:00 – Process Discovery Blauwe Zaal
15:00 Session chairs: Ahmed Awad & Massimiliano de Leoni
Dennis Brons, Roeland Scheepens and Dirk Fahland
Striking a new balance in accuracy and simplicity with the Probabilistic Inductive
Miner
Dominique Sommers, Vlado Menkovski and Dirk Fahland
Process Discovery using Graph Neural Networks
Simone Agostinelli, Giacomo Bergami, Alessio Fiorenza, Fabrizio Maria Maggi,
Andrea Marrella and Fabio Patrizi
Declarative Process Discovery with Model Learning
Panel
15:00 – Coffee / tea Senaatszaal
15:45
15:45 – Event Log Management Blauwe Zaal
17:05 Session chairs: Paolo Ceravolo & Andres Marrella
Gaël Bernard and Periklis Andritsos
p-Traces: Sampling Event Logs in a Representative Way
Martin Kabierski, Hoang Lam Nguyen, Lars Grunske and Matthias Weidlich
Sampling What Matters: Relevance-guided Sampling of Event Logs
Stephan Fahrenkrog-Petersen, Martin Kabierski, Fabian Rösel, Han van der Aa
and Matthias Weidlich
SaCoFa: Semantics-aware Control-flow Anonymization for Process Mining
Gamal Elkoumy, Alisa Pankova and Marlon Dumas
Mine Me but Don't Single Me Out: Differentially Private Event Logs for Process
Mining
Panel
17:05 – Introduction to the Task Force on Process Mining by Wil van der Aalst Blauwe Zaal
17:30
19:00 Steering Committee Dinner (Invitation Only, QR code needed) Atlas
University
Club
17:30 IC PM PhD Party (Students only, QR code needed) Gewis
Metaforum
12 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
XES 2.0 Workshop: November 2 (Tuesday)
Location: Auditorium, Auditorium 5
Although the popularity and adoption of process mining techniques grew rapidly in recent years, a large portion
of effort invested in process mining initiatives is still consumed by event data preparation rather than process
analysis. The Task Force on Process Mining conducted a study focused on the challenges faced during event data
preparation (from source data to event log).
The XES 2.0 workshop shares the results of this survey and will help guide the evolution of the current XES
standard towards XES 2.0.
XES Workshop
Program starts after the morning coffee
XES 2.0 Workshop – Session 1
11:00 – Auditorium 5
Session Chair: Julian Lebherz
12:20
Opening
Presentation of the survey results by Moe Wynn
Academic perspective #1 RWTH Wil van der Aalst
12:20 – Lunch Atlas,
14:00 north side
14:00 – XES 2.0 Workshop – Session 2
Auditorium 5
15:00 Session Chair: Claudio Di Ciccio
Vendor Perspective #1 Signavio/SAP Björn Wagner,
Sven Wagner-Boysen
Vendor Perspective #2 Celonis Philipp Hoch
Academic Perspective #2 University Marco Montali
of Bolzano
15:00 – Coffee / tea Senaatszaal
15:45
XES 2.0 Workshop – Session 3
15:45 – Auditorium 5
Session Chair: Julian Lebherz
17:00
Professional Services Perspective KPMG Elham Ramezani
Discussion panel
Wrap-up and next steps
ICPM 2021 www.icpmconference.org 133RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) Intermezzo: Art-walk on the Campus Location: Outdoors If you’re tired of sitting inside and if weather permits, take a walk along the on-campus art. This walk will guide you along 15 sculptures that are on permanent display. Small signs next to each of them inform you about the artist, their work, and a map that shows you how to continue on your way. The map shows the locations of all sculptures. Overview of the artworks: 1. ‘Ring van Möbius’ – Möbius 9. ‘Paardenhoofden’ – Ingrid Rollema 2. ‘Mens Agitat Molem’ – Dom Hans van der Laan 10. ‘Vliegend’ – Couzijn 3. ‘Objet Mathématique’ – Le Corbusier 11. ‘De technische student’ – Wenckebach 4. ‘Vliegende amazone’ – Arthur Spronken – 12. ‘Vloerreliëfs’ – Ad Dekkers 5. ‘Turbulentie’ – Zanstra 13. ‘Wording’ – Killaars 6. ‘Het blauw van de vlinder’ – Frans Franssen 14. ‘Seed no. 13’ – Tajiri 7. Machine’ – Kor Bekker 15. ‘SOH 19’ – Alex Vermeulen 8. ‘Leap into the deep’ – Tijs Rooijakkers 14 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) Dinner in the city Eindhoven’s City center provides plenty of opportunities for dining out. The market square and the Dommelstraat (indicated in yellow below) are the closest locations with restaurants which can easily be reached by foot (or bicycle) from the TU/e campus. Note that the train station cannot be traversed without a valid train ticket. The easiest route from campus to the city is via the “Dommeltunnel” (in red) or around the train station (in blue). Find a friend, colleague, or local to dine with and enjoy the city! Note that a QR code with proof of vaccination, recovery, or a negative test will be required to enter bars and restaurants. ICPM 2021 www.icpmconference.org 15
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) 19:00 Steering Committee dinner (invitation only, QR code needed) Location: University Club, Atlas Building, 1st floor southside The Task Force on Process Mining, the ICPM 2021 chairs, and the ICPM 2022 organizers will meet for dinner in the University Club inside the Atlas building. It’s located on the first floor, just right from the south entrance. 17:30 IC PM PhD Party (students only, QR code needed) Location: Study association GEWIS, MetaForum Building, 3rd floor southside The PhD students from the Process Analytics group in Eindhoven would like to invite their fellow students for some drinks and informal dinner at the IC PM PhD Party. they arranged for drinks in the bar of the study association GEWIS. Follow the local guys and experience Dutch student culture. Dinner will be organized by the local PhD students on the spot. A QR code is needed for entrance to the bar. 16 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Industry Day: November 3 (Wednesday)
Location: Auditorium, Blauwe Zaal
Industry day
8:00 – Registrations Registration
9:00 desk
9:00 – Opening : Hajo Reijers Blauwe Zaal
10:15
Use cases: Process mining in practice 1
Session chair: Hajo Reijers
Bart Hompes (Artifex consultancy), Ekaterina Sabelnikova (Philips Industry
Consulting)
Process Mining at Scale
Paul Cosma
Using Text Processing to Extract Events for Mining a Non-process-aware
Document Management System: A Case Study in a Danish Municipality?
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Use cases: Process mining in practice 2 Blauwe Zaal
12:20 Session chair: Hajo Reijers
Els Dijkman, Manish Sarkar and Elliot Clewley (Cargill Cocoa & Chocolate)
Kicking off Cargill Cocoa & Chocolate’s Process Transformation Journey with
Mining
Dennis Preuss (Ernst & Young AG)
Process Mining in Audit – True Journey of Discovery
12:20 – Lunch Atlas,
14:00 north side
14:00 – Battle “Outlier and variant analysis” Blauwe Zaal
14:30 Session chair: Hajo Reijers
Benoit Depaire Universiteit Hasselt
vs.
Elham Ramezani KPMG The Netherlands
14:30 - Battle: “Task and Process Mining for RPA” Blauwe Zaal
15:00 Session chair: Hajo Reijers
Barbara Weber University of St. Gallen
vs.
Caspar Jans Software AG
Program continues on the next page
ICPM 2021 www.icpmconference.org 173RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Industry day – continued
15:00 – Coffee / tea Registration
15:45 desk
15:45 – Battle: “Data Quality” Blauwe Zaal
16:15 Session chairs: Hajo Reijers
Anne Rozinat Fluxicon
vs.
Marco Montali Free University of Bozen-Bolzano
16:15 – Battle: “What is missing in Process Mining” Blauwe Zaal
16:45 Session chairs: Hajo Reijers
Erik-Jan van der Linden Tilia Cordata IT BV
vs.
Dirk Fahland TU/e
17:00 – Networking reception Senaatszaal
19:00
19:00 – Conference dinner (full conference participants only) Restaurant
22:30 area Atlas
18 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) 17:00 – 19:00 Network reception Location: Auditorium, hall in front of Senaatszaal To conclude the industry day, a network reception is held in the Senaatszaal, the area behind the Blauwe Zaal. The reception is the perfect opportunity for all participants of the industry day to meet our sponsors, to meet the researchers, and to meet each other. 19:00 – 22:30 Conference Dinner Location: Atlas Building, ground floor restaurant on the south side The conference dinner of ICPM 2021 is open to all main conference participants and takes place in the restaurant area of Atlas. The dinner is informal and we invite everybody to mingle as much as possible. Many of us haven’t seen each other live in quite some time and this will be a great opportunity to catch up. During the dinner we present the winners of the best paper and best reviewer awards, we introduce the venue for ICPM 2022, and we have invited a guest speaker to give us all a fresh perspective on the data-driven society we live in. ICPM 2021 www.icpmconference.org 19
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Conference day two: November 4 (Thursday)
Location: Auditorium, Blauwe Zaal and Corona (Demos)
Conference day 2
8:00 – Registrations Registration
9:00 desk
9:00 – Prediction and Improvement Blauwe Zaal
10:20 Session chairs: Laura Genga & Marco Comuzzi
Vincenzo Pasquadibisceglie, Giovanna Castellano, Annalisa Appice and
Donato Malerba
FOX: a neuro-Fuzzy model for process Outcome prediction and eXplanation
Zahra Dasht Bozorgi, Irene Teinemaa, Marlon Dumas, Marcello La Rosa and
Artem Polyvyanyy
Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction
Gyunam Park and Wil M. P. van der Aalst
Realizing Digital Twins for Continuous Process Improvement Using Action-
oriented Process Mining
Chihcheng Hsieh, Catarina Moreira and Chun Ouyang online
Interpreting Process Predictions using a Milestone-Aware Counterfactual
Approach
Panel
10:20 – Coffee / tea Senaatszaal
11:00
11:00 – Applications and Evaluation Blauwe Zaal
12:00 Session chairs: Sebastiaan van Zelst & Han van der Aa
Jelmer Jan Koorn, Iris Beerepoot, Xixi Lu, Vinicius Stein Dani, Henrik Leopold,
Inge van de Weerd and Hajo A. Reijers
Bringing Rigor to the Qualitative Evaluation of Process Mining Findings: An
Analysis and a Proposal
Jan Niklas Adams and Wil van der Aalst
Precision and Fitness in Object-Centric Process Mining
Pam Pijnenborg, Rob Verhoeven, Murat Firat, Hanneke van Laarhoven and
Laura Genga
Towards Evidence-Based Analysis of Palliative Treatments for Stomach and
Esophageal Cancer Patients; a Process Mining Approach
Panel
12:00 – Demo teasers Blauwe Zaal
12:20 Session Chair: Gert Janssenswillen
12:20 – Lunch Atlas,
14:00 north side
Note: after lunch, demos continue in Corona, not in Blauwe Zaal.
The regular program continues in Blauwe Zaal at 15:45.
20 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
14:00 – Demos Corona room in Luna building
15:10
Alessandro Berti, Anahita Farhang Ghahfarokhi, Gyunam Park and Wil van der Aalst
A
A Scalable Database for the Storage of Object-Centric Event Logs
Jonas Blatt, Patrick Delfmann, Florian Schwade and Petra Schubert
B
Log Shifting for Enterprise Collaboration Systems: A Supervised Event Abstraction Approach
Mahsa Pourbafrani, Shubham Balyan, Mehmood Ahmed, Sonam Chugh and
C Wil M. P. van der Aalst
GenCPN: Automatic CPN Model Generation of Processes
Lotte Vugs, Maarten van Asseldonk and Niek van Son
D
Lumigi: Shining Light On Your Process Data
Fareed Zandkarimi, Peter Decker and Jana-Rebecca Rehse
E
Fig4PM: A Library for Calculating Event Log Measures
Eric Verbeek and Dirk Fahland
F
CPN IDE: An extensible replacement for CPN Tools that uses Access/CPN
Anahita Farhang Ghahfarokhi and Wil van der Aalst
G
A Python Tool for Object-centric Process Mining Comparison
Gaël Bernard and Periklis Andritsos
H
VisuELs: Visualization of Event Logs
Azadeh Sadat Mozafari Mehr, Renata Medeiros de Carvalho and
I Boudewijn van Dongen
MLA: A Tool for Multi-Perspective Conformance Checking of Business Processes
Mahnaz Sadat Qafari and Wil van der Aalst
J
Causal Inference in ProM
Janna Meyer, Josua Reimold and Constantin Wehmschulte
K
Associative Intelligence for Object-Centric Process Mining with MPM
Denise Maria Vecino Sato, Rafaela Mantovani Fontana, Jean Paul Barddal and
L Edson Emilio Scalabrin
(online)
Interactive Process Drift Detection: A Framework for Visual Analysis of Process Drifts
Alessandro Berti, Chiao-Yun Li, Daniel Schuster and Sebastiaan J. van Zelst
M
The Process Mining ToolKit (PMTK): Enabling Advanced Process Mining in an Integrated Fashion
Daniel Schuster, Sebastiaan J. van Zelst and Wil van der Aalst
N
Sub-Model Freezing During Incremental Discovery in Cortado
O Sabya Shaikh and Mohammadreza Fani Sani
(online) Process Model Simplification based on Probabilities in Process Tree
Eva L. Klijn, Felix Mannhardt and Dirk Fahland
P
Exploring Task Execution Patterns in Event Graphs
Manuel Resinas, Adela Del Río Ortega and Antonio Ruiz-Cortés
Q
PPINOT Computer and ppinot4py: Two Libraries to Compute Process Performance Indicators
Riccardo Galanti, Massimiliano de Leoni, Alan Marazzi, Giacomo Bottazzi,
R Massimiliano Delsante and Andrea Folli
Integration of an Explainable Predictive Process Monitoring System into IBM Process Mining Suite
ICPM 2021 www.icpmconference.org 213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Demo session schedule
The demos will take place in the Corona room in the Luna building. It takes a few minutes to get there from the
lunch area, so please try to make it there in time as there is a tight schedule.
Every demo will be given in two different timeslots of ten minutes each. After ten minutes a bell will ring to
indicate that it is time to switch tables.
Table 1 Table 2 Table 3 Table 4 Table 5 Table 6
14:00 – 14:10 A B C D E F
14:12 – 14:22 G H I J K L
14:24 – 14:34 M N O P Q R
14:36 – 14:46 A B C D E F
14:48 – 14:58 G H I J K L
15:00 – 15:10 M N O P Q R
Demo location
Entrance
Corona hall
1
6
Ground floor
Basement -1
Basement -2
Hubble
2
Community
Cafe
5
3
4
22 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
Conference day 2 – continued
15:10 – Coffee / tea Senaatszaal
15:45
15:45 – NLP and Event Abstraction Blauwe Zaal
16:45 Session chairs: Jan Mendling & Manual Resinas
Christoph Kecht, Andreas Egger, Wolfgang Kratsch and Maximilian Röglinger online
Event Log Construction from Customer Service Conversations using Natural
Language Inference
Meriana Kobeissi, Nour Assy, Walid Gaaloul, Bruno Defude and Bassem Haidar
An Intent-Based Natural Language Interface for Querying Process Execution Data
Chiao-Yun Li, Sebastiaan J. van Zelst and Wil van der Aalst
An Activity Instance Based Hierarchical Framework for Event Abstraction
Panel
16:45 – Award Ceremony Blauwe Zaal
17:15
17:15 End of Conference
Prepare for ICPM 2022
ICPM 2021 www.icpmconference.org 233RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) WORKSHOP PROGRAMS All workshops take place on Monday, November 1 2021 at Eindhoven University of Technology. For each workshop a local contact is listed. They will take you to the workshop location in the morning and after lunch. Coffee and tea breaks will take place in the Auditorium, behind the Blauwe Zaal in front of the registration desk. Workshop Time Room Local contact 2nd International Workshop on Leveraging 9:00 – 17:15 Auditorium 1 István Ketykó Machine Learning in Process Mining ML4PM 4th International Workshop on Process- 9:00 – 17:15 Auditorium 2 Renata Carvalho Oriented Data Science for Healthcare PODS4H 2nd International Workshop on Event Data 9:00 – 17:15 Auditorium 5 Dirk Fahland and Behavioral Analytics EdbA 2nd International Workshop on Streaming 9:00 – 12:20 Auditorium 7 Marwan Hassani Analytics for Process Mining SA4PM 2nd Workshop on Trust, Privacy and 9:00 – 12:20 Auditorium 8 Felix Mannhardt Security Aspects in Process Analytics TPSA 6th Process Querying, Manipulation, and 14:00 – 17:15 Auditorium 7 Felix Mannhardt Intelligence PQMI 24 www.icpmconference.org ICPM 2021
3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
2nd International Workshop on Leveraging Machine Learning in Process Mining
Room: Auditorium, AUD1
Organizers: Paolo Ceravolo, Sylvio Barbon Jr. and Annalisa Appice
ML4PM
8:00 – Registrations Registration
9:00 desk
9:00 – Predictive Process Monitoring Auditorium 1
10:15
Mohammadreza Fani Sani, Mozhgan Vazifedoostirani, Gyunam Park, Marco
Pegoraro, Sebastiaan J. van Zelst and Wil van der Aalst.
Event Log Sampling for Predictive Monitoring
Mahsa Pourbafrani, Shreya Kar, Wil van der Aalst and Sebastian Kaiser.
Remaining Time Prediction for Processes with Inter-Case Dynamics
Andrea Chiorrini, Claudia Diamantini, Alex Mircoli and Domenico Potena.
Exploiting Instance Graphs and Graph Neural Networks for next activity
prediction
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Prescriptive and Responsible Process Mining Auditorium 1
12:20
Mahmoud Shoush and Marlon Dumas.
Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference
Approach.
Alexander Stevens, Johannes De Smedt and Jari Peeperkorn.
Quantifying Explainability in Outcome-Oriented Predictive Process Monitoring
Ruben Post, Iris Beerepoot, Xixi Lu, Stijn Kas, Sebastiaan Wiewel, Hajo A. Reijers
and Angelique Koopman.
Active Anomaly Detection for Key Item Selection in Process Auditing
Jari Peeperkorn, Seppe Vanden Broucke and Jochen De Weerdt.
Can deep neural networks learn process model structure? An assessment
framework and analysis
12:20 – Lunch Atlas,
14:00 north side
14:00 – Poster session Auditorium 1
15:00
15:00 – Coffee / tea Senaatszaal
15:45
15:45 – Panel: Machine Learning and Process Mining - Marriage or Cohabitation? Auditorium 1
17:15
ICPM 2021 www.icpmconference.org 253RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
4th International Workshop on Process-Oriented Data Science for Healthcare
Room: Auditorium, AUD2
Organizers: Carlos Fernandez-Llatas, Niels Martin, Owen Johnson, Marcos Sepúlveda and Emmanuel Helm
PODS4H
8:00 – Registrations Registration
9:00 desk
9:00 – Full papers 1 Auditorium 2
10:15
Opening
Sam Verboven and Niels Martin
Combining the Clinical and Operational Perspectives in Heterogeneous
Treatment Effect Inference in Healthcare Processes
Joscha Grüger, Tobias Geyer, Martin Kuhn, Ralph Bergmann and Stephan
Alexander Braun
Verifying Guideline Compliance in Clinical Treatment using Multi-Perspective
Conformance Checking: a Case Study
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Full papers 2 Auditorium 2
12:20
Jonas Cremerius, Christian Warmuth, Maximilian Koenig and Mathias Weske
Patient Discharge Classification based on the Hospital Treatment Process
Juanjo Lull Noguera, Adrian Cid-Menendez, Gema Ibañez Sanchez, Pedro Luis
Sanchez, Jose Luis Bayo-Monton, Vicente Traver and Carlos Fernandez-Llatas
Interactive Process Mining Applied in a Cardiology Outpatient Department
Milad Naeimaei Aali, Felix Mannhardt and Pieter Jelle Toussaint
Discovering care pathways for multi-morbid patients using event graphs
12:20 – Lunch Atlas,
14:00 north side
14:00 – Alliance panel Auditorium 2
15:00
Round-table community meeting to present recent alliance initiatives, as well as
future community efforts, projects, collaborations, papers,… All participants are
welcome!
Program continues on the next page
26 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
PODS4H – continued
15:00 – Coffee / tea Senaatszaal
15:45
15:45 – Extended abstracts and posters Auditorium 2
16:20
Qifan Chen, Yang Lu, Charmaine Tam and Simon Poon online
Outcome-Oriented Predictive Process Monitoring to Predict Unplanned ICU
Readmission in MIMIC-IV Database
Roberto Aringhieri, Guido Boella, Enrico Brunetti, Luigi Di Caro, Chiara Di
Francescomarino, Mauro Dragoni, Roger Ferrod, Alberto Guastalla, Renata
Marinello, Massimiliano Ronzani, Emilio Sulis and Chiara Ghidini
Supporting the Home Hospitalization Service through Process Mining
Francesca Ferrè, Chiara Seghieri, Andrea Burattin and Andrea Vandin
Process Mining and Clinical Pathways: an application to Breast cancer data in
Tuscany
Wouter van der Waal, Inge van de Weerd, Iris Beerepoot, Niels Martin and Hajo
A. Reijers
Workaround Mining in Health Information Systems
Davide Aloini, Elisabetta Benevento, Alessandro Stefanini and Mantas Vilkas
Performance and Work Practices Comparison of Emergency Departments
through Process Mining
Elisabetta Benevento, Daniel Schuster, Davide Aloini, Sebastiaan J van Zelst and
Wil M. P. van der Aalst
Interactive Process Discovery in Healthcare: A Case Study of an Emergency
Department
Emmanuel Helm and Oliver Krauss
How can Interoperability Support Process Mining in Healthcare?
16:20 – Poster session Auditorium 2
17:15
During the poster session, we invite you all to enter into a fruitful discussion with
the authors based on their poster.
ICPM 2021 www.icpmconference.org 273RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
2nd International Workshop on Event Data and Behavioral Analytics
Room: Auditorium, AUD5
Organizers: Benoît Depaire, Dirk Fahland, Francesco Leotta and Arik Senderovich
EdbA
8:00 – Registrations Registration
9:00 desk
9:00 – Pattern Discovery Auditorium 5
10:15
Daniel Schuster, Lukas Schade, Sebastiaan J. van Zelst and Wil van der Aalst
Visualizing Trace Variants From Partially Ordered Event Data
Greg Van Houdt, Benoît Depaire and Niels Martin
Root Cause Analysis in Process Mining with Probabilistic Temporal Logic
Viki Peeva, Lisa Luise Mannel and Wil van der Aalst
Local Process Model Discovery by Combining Places
Discussion
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Beyond Traditional Event Logs Auditorium 5
12:20
Marco Pegoraro, Bianka Bakullari, Merih Seran Uysal and Wil van der Aalst
Probability Estimation of Uncertain Process Trace Realizations
Adam Banham, Sander Leemans, Moe Wynn and Robert Andrews online
xPM: A Framework for Process Mining with Exogenous Data
Tobias Brockhoff, Merih Seran Uysal, Isabelle Terrier, Heiko Göhner and Wil van
der Aalst
Analyzing Multi-level BOM-structured Event Data
Discussion
12:20 – Lunch Atlas,
14:00 north side
14:00 – IoT Auditorium 5
15:00
Gemma Di Federico, Erik Ravn Nikolajsen, Mamuna Azam and Andrea Burattin
Linac: A Smart Environment Simulator of Human Activities
Yannis Bertrand, Jochen De Weerdt and Estefanía Serral
A Bridging Model for Process Mining and IoT
Discussion
15:00 – Coffee / tea Senaatszaal
15:45
15:45 – Plenary workshop discussion on open problems, issues, and trends in event Auditorium 5
17:15 data and behavioral analytics
28 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
2nd International Workshop on Streaming Analytics for Process Mining
Room: Auditorium, AUD7
Organizers: Marwan Hassani, Andrea Burattin, Thomas Seidl and Sebastiaan van Zelst
SA4PM
8:00 – Registrations Registration
9:00 desk
9:00 – Opening Auditorium 7
9:10
9:10 – Keynote by Matthias Weidlich Auditorium 7
10:10
10:10 – Work-in-progress pitches Auditorium 7
10:15 Stijn Kas, Ivar Siccama, Peter van der Putten, Georg Krempl, Ruben Post,
Sebastiaan Wiewel, and Hajo Reijers
10:15 – Coffee / tea & Posters Senaatszaal
11:00
11:00 – Full paper session Auditorium 7
12:20
Anna Wimbauer, Florian Richter, and Thomas Seidl
PErrCas: Process Error Cascade Mining in Trace Streams
Suhwan Lee, Marco Comuzzi, and Xixi Lu
Continuous Performance Evaluation for Business Process Outcome Monitoring
Yorick Spenrath, Marwan Hassani, and Boudewijn F. van Dongen
Online Prediction of Aggregated Retailer Consumer Behaviour
12:20 – Lunch Atlas,
14:00 north side
ICPM 2021 www.icpmconference.org 293RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
2nd Workshop on Trust, Privacy and Security Aspects in Process Analytics
Room: Auditorium, AUD8
Organizers: Felix Mannhardt, Agnes Koschmider and Nathalie Baracaldo
TPSA
8:00 – Registrations Registration
9:00 desk
9:00 – Research in progress Auditorium 8
10:15
V. Paul Cosma, T. Hildebrandt, T. Slaats
BERMUDA: Towards Maintainable Traceability of Events for Trustworthy Analysis
of Non-process-aware Information Systems
R. Hildebrant, Z. Zhang, S. Ren online
A Generalizable Approach for Determining The Sensitivity of A Trace within An
Event Log
G. Elkoumy, A. Pankova, M. Dumas
Utility-aware Event Log Anonymization for Privacy-Preserving Process Mining?
K. Kaczmarek, A. Koschmider online
Conceptualizing a Log Generator for Privacy-aware Event Logs
9:40 Panel
10:15 – Coffee / tea Senaatszaal
11:00
11:00 – Full papers Auditorium 8
12:20
Pery, M. Rafiei, W.M.P. van der Aalst, M. Simon
Trustworthy Artificial Intelligence and Process Mining: Challenges and
Opportunities
M. Müller, A. Simonet-Boulogne, S. Sengupta and O. Beige
Process Mining in Trusted Execution Environments: Towards Hardware
Guarantees for Trust-aware Inter-organizational Process Analysis
K. Maatouk, F. Mannhardt
Quantifying the Re-identification Risk in Published Process Models
11:45 Panel
12:20 – Lunch Atlas,
14:00 north side
30 www.icpmconference.org ICPM 20213RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021)
6th Process Querying, Manipulation, and Intelligence
Room: Auditorium, AUD7
Organizers: Artem Polyvyanyy, Claudio Di Ciccio, Sebastian Sardina, Renuka Sindhgatta and
Arthur ter Hofstede
PQMI
12:20 – Lunch Atlas,
14:00 north side
14:00 – Keynote: Celonis PQL: A Query Language for Process Mining Auditorium 7
15:00
15:00 – Coffee / tea Senaatszaal
15:45
15:45 – Full paper session Auditorium 7
17:15
Alessandro Berti, Gyunam Park, Majid Rafiei, Wil van der Aalst
An Event Data Extraction Approach from SAP ERP for Process Mining
Luciana Barbieri, Edmundo Roberto Mauro Madeira, Kleber Stroeh, Wil M. P. van
der Aalst
Towards a Natural Language Conversational Interface for Process Mining
Julian Theis, Ilia Mokhtarian, Houshang Darabi online
On the Performance Analysis of the Adversarial System Variant Approximation
Method to Quantify Process Model Generalization
Panel Discussion
ICPM 2021 www.icpmconference.org 313RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM2021) 32 www.icpmconference.org ICPM 2021
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