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blogs:pub2016:discovering_and_exploring_state-based_models_for_multi-perspective_processes [2016/10/10 14:28]
hverbeek [Discovering and Exploring State-Based Models for Multi-perspective Processes]
blogs:pub2016:discovering_and_exploring_state-based_models_for_multi-perspective_processes [2016/10/10 14:51] (current)
hverbeek [Abstract]
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 Process mining provides fact-based insights into process behaviour captured in event data. In this work we aim to discover models for processes where different facets, or perspectives,​ of the process can be identified. Instead of focussing on the events or activities that are executed in the context of a particular process, we concentrate on the states of the different perspectives and discover how they are related. We present a formalisation of these relations and an approach to discover state-based models highlighting them. The approach has been implemented using the process mining framework ProM and provides a highly interactive visualisation of the multi-perspective state-based models. This tool has been evaluated on the BPI Challenge 2012 data of a loan application process and on product user behaviour data gathered by Philips during the development of a smart baby bottle equipped with various sensors. Process mining provides fact-based insights into process behaviour captured in event data. In this work we aim to discover models for processes where different facets, or perspectives,​ of the process can be identified. Instead of focussing on the events or activities that are executed in the context of a particular process, we concentrate on the states of the different perspectives and discover how they are related. We present a formalisation of these relations and an approach to discover state-based models highlighting them. The approach has been implemented using the process mining framework ProM and provides a highly interactive visualisation of the multi-perspective state-based models. This tool has been evaluated on the BPI Challenge 2012 data of a loan application process and on product user behaviour data gathered by Philips during the development of a smart baby bottle equipped with various sensors.
  
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 +  * {{:​blogs:​pub2016:​discoveringexploringmultiperspectiveprocesses.pdf|}}