Quotation Senderovich, Arik and Rogge-Solti, Andreas and Gal, Avigdor and Mendling, Jan and Mandelbaum, Avishai. 2016. 28th International Conference on Advanced Information Systems Engineering, CAiSE 2016. In The ROAD from Sensor Data to Process Instances via Interaction Mining, Hrsg. Selmin Nurcan, Pnina Soffer, Marko Bajec, Johann Eder, S. 257-273. Ljubljana, Slovenia: Springer International Publishing.


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Abstract

Process mining is a rapidly developing field that aims at automated modeling of business processes based on data coming from event logs. In recent years, advances in tracking technologies, e.g., Real-Time Locating Systems (RTLS), put forward the ability to log business process events as location sensor data. To apply process mining techniques to such sensor data, one needs to overcome an abstraction gap, because location data recordings do not relate to the process directly. In this work, we solve the problem of mapping sensor data to event logs based on process knowledge. Specifically, we propose interactions as an intermediate knowledge layer between the sensor data and the event log. We solve the mapping problem via optimal matching between interactions and process instances. An empirical evaluation of our approach shows its feasibility and provides insights into the relation between ambiguities and deviations from process knowledge, and accuracy of the resulting event log.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Contribution to conference proceedings
Language English
Title 28th International Conference on Advanced Information Systems Engineering, CAiSE 2016
Title of whole publication The ROAD from Sensor Data to Process Instances via Interaction Mining
Editor Selmin Nurcan, Pnina Soffer, Marko Bajec, Johann Eder
Page from 257
Page to 273
Location Ljubljana, Slovenia
Publisher Springer International Publishing
Year 2016

Associations

Projects
Sensor-Enabled Real-World Awareness for Management Information Systems
People
Solti, Andreas (Former researcher)
Mendling, Jan (Details)
External
Gal, Avigdor (Technion, Haifa, Israel)
Mandelbaum, Avishai (Technion, Haifa, Israel)
Senderovich, Arik (Technion, Haifa, Israel)
Organization
Applied Information Technology with Focus on IT in Organization (Details)
Research areas (Ă–STAT Classification 'Statistik Austria')
5367 Management information systems (Details)
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