Enabling Interactive Process Analysis with Process Mining and Visual Analytics

In a typical healthcare setting, specific clinical care pathways can be defined by the hospitals. Process mining provides a way of analyzing the care pathways by analyzing the event data extracted from the hospital information systems. Process mining can be used to optimize the overall care pathway, and gain interesting insights into the actual execution of the process, as well as to compare the expectations versus the reality. In this paper, a generic novel tool called InterPretA, is introduced which builds upon pre-existing process mining and visual analytics techniques to enable the user to perform such process oriented analysis. InterPretA contains a set of options to provide high level conformance analysis of a process from different perspectives. Furthermore, InterPretA enables detailed investigative analysis by letting the user interactively analyze, visualize and explore the execution of the processes from the data perspective.

[1]  Wil M. P. van der Aalst,et al.  Single-Entry Single-Exit decomposed conformance checking , 2014, Inf. Syst..

[2]  David Carrera,et al.  Business Process Mining from E-Commerce Web Logs , 2013, BPM.

[3]  Wil M. P. van der Aalst,et al.  An alignment-based framework to check the conformance of declarative process models and to preprocess event-log data , 2015, Inf. Syst..

[4]  Boudewijn F. van Dongen,et al.  Towards Robust Conformance Checking , 2010, Business Process Management Workshops.

[5]  Dirk Fahland,et al.  Diagnostic Information for Compliance Checking of Temporal Compliance Requirements , 2013, CAiSE.

[6]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[7]  Boudewijn F. van Dongen,et al.  The ProM Framework: A New Era in Process Mining Tool Support , 2005, ICATPN.

[8]  Liqiang Geng,et al.  Introduction to the Special Issue with Best Papers from BPM 2008 Workshops , 2010 .

[9]  S. Graeber,et al.  The Impact of Workflow Management Systems on the Design of Hospital Information Systems , 1997, AMIA.

[10]  Wil M. P. van der Aalst,et al.  Process Mining , 2016, Springer Berlin Heidelberg.

[11]  Rajeev K. Bali,et al.  Workflow management systems: the healthcare technology of the future? , 2001, 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[12]  Bart Baesens,et al.  Process Mining as First-Order Classification Learning on Logs with Negative Events , 2007, Business Process Management Workshops.

[13]  Sander J. J. Leemans,et al.  Discovering Block-Structured Process Models from Event Logs Containing Infrequent Behaviour , 2013, Business Process Management Workshops.

[14]  Samuel Mahaffey Optimizing patient flow in the enterprise. Hospitals can combine process management with information technology to redesign patient flow for maximum efficiency and clinical outcomes. , 2004, Health management technology.

[15]  Hajo A. Reijers,et al.  The Multi-perspective Process Explorer , 2015, BPM.

[16]  Heidrun Schumann,et al.  A Design Space of Visualization Tasks , 2013, IEEE Transactions on Visualization and Computer Graphics.

[17]  Vicente Traver,et al.  Diabetes care related process modelling using Process Mining techniques. Lessons learned in the application of Interactive Pattern Recognition: coping with the Spaghetti Effect , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[18]  Stefanie Rinderle-Ma,et al.  Visual Analytics in Process Mining: Classification of Process Mining Techniques , 2016, EuroVA@EuroVis.

[19]  Akhil Kumar,et al.  Visual Modeling of Business Process Compliance Rules with the Support of Multiple Perspectives , 2013, ER.

[20]  Wil M. P. van der Aalst,et al.  Process mining and visual analytics: Breathing life into business process models , 2011 .

[21]  Jeff Sutherland,et al.  Towards an Intelligent Hospital Environment: Adaptive Workflow in the OR of the Future , 2006, Proceedings of the 39th Annual Hawaii International Conference on System Sciences (HICSS'06).

[22]  Sander J. J. Leemans,et al.  Process and Deviation Exploration with Inductive Visual Miner , 2014, BPM.

[23]  N Sevdalis,et al.  The association of workflow interruptions and hospital doctors' workload: a prospective observational study , 2011, BMJ quality & safety.