The research project Smart Journey Mining aims to develop advanced analytics based on user journeys, process mining and formal methods.

Joined September 2021
14 Photos and videos
Congratulations to Paul Kobialka on an excellent PhD defense today! His work on data-driven formal methods for user journey analysis pushes the field forward in new ways. Impressive research and a well-deserved success. @ebjohnsen @liz2ta
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Does your data reflect the actual customer journeys? Our new study found a data gap. Planned touchpoints: 86% 📈 Ad-hoc touchpoints: 33% 📉Biggest blind spots are the handoffs across organizations. Logs alone = incomplete picture. #BPM2025 #CJML #ProcessMining
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Smart Journey Mining project retweeted
Paul Kobialka presents our work on stochastic models for user journeys at @FMsymp @SJM_project
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Felix @fmannhardt just presented our paper, 'The Quest for the Comprehensive Customer Journey', at the #BPM Conference Industry Forum! Huge thanks to Bookis for providing the case and co-authoring. Dive into the full paper here: link.springer.com/chapter/10…
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Just presented our paper on customer journeys & process mining at the 14th International Conference on Exploring Service Science (IESS 2.4) in Brno, Czechia. Attracted interest from many attendees. Check out the proceedings here: itm-conferences.org/articles…
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A new milestone achieved this week: The midway evaulation! Thanks to valuable feedback and advice from our advisory board members (@brox, @violetpun, Øystein Haugen, HIOF) and participants, we're gaining new knowledge and momentum. @ebjohnsen @felix Photo: William Husby Hoven.
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Today's advisory board meeting has set the tone for our project's exciting journey ahead! 🚀 Appreciating the collective wisdom from @brox Thomas Brox Røst, Øystein Haugen, and Frank de Boer 🙏
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🚀 Exciting news! 🎓 Master's student @MeironasOtas is soon finishing the tool for making CJML diagrams and analysis.
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Just wrapped up an incredibly productive and inspiring project meeting in Eindhoven, hosted by @fmannhardt at @PAGroupTUe's premises! Here's a snapshot of the amazing team that made it all happen! 📷(from right: Lizeth, Felix, Ophelia, Otas, Einar, Paul, and Ragnhild)
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How can we develop a precise modelling language for customer journeys? And what lessons can be learned from involving target users? Our paper describing the details of CJML has been accepted in the journal Software and Systems Modeling! To appear very soon (Open Access).
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Smart Journey Mining project retweeted
Big congrats to Paul Kobialka, @sltarifa, and @fmannhardt for the EdbA 2022 Best Paper Award! Very well deserved! Preprint of the paper "Building User Journey Games from Multi-party Event Logs" coming up soon. @SJM_project #edba22 #icpm22
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Great news: best paper award to Paul Kobialka, Lizeth @sltarifa, Gunnar and Einar @ebjohnsen at the #SEFM2022 conference. Congratulations!! Read the paper here: ebjohnsen.org/publication/22…
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Smart Journey Mining project retweeted
30 Sep 2022
Weighted Games for User Journeys. Best paper award! @SJM_project. Congratulations to Paul Kobialka, @ebjohnsen and Gunnar Rye Bergersen! #SEFM2022
Replying to @AandVNetwork
And the winner is.... Weighted Games for User Journeys By Paul Kobialka, @liz2ta, Gunnar Rye Bergersen and @ebjohnsen Congratulations! #SEFM22
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We are currently revising the Customer Journey Modelling Language (to become CJML v2.0). The “atoms” of a journey are still the Touchpoints, which can be of two types: Action or Communication Point. The Journey Phase represents a higher level of abstraction.
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Smart Journey Mining project retweeted
Work on sequential Deep Learning for #processmining presented at SAC 2022 by @IstvanKetyko research is part of the @SJM_project on user journey mining.
25 Apr 2022
Replying to @_Dr_MH
- The second is the work of @IstvanKetyko on "Predicting Suffixes in Real Life Processes with Sequential Deep Learning" co-authored with @fmannhardt and Boudewijn van Dongen in the Machine Learning track (sites.google.com/view/acmsac…) Extended version: arxiv.org/abs/2110.10225
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Customer journey and user journeys are not just buzzwords. See our latest blog article"What research can do for your customer journeys" (in Norwegian): blogg.markedspartner.no/lede…

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Sharing some research news about customer journey and user experience in a full day seminar dedicated to journeys - arranged by @MarkedsPartner Teaser: linkedin.com/feed/update/urn…
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