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blogs:pub2016:composite_state_machine_miner_discovering_and_exploring_multi-perspective_processes [2016/09/30 10:17]
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blogs:pub2016:composite_state_machine_miner_discovering_and_exploring_multi-perspective_processes [2016/09/30 15:03] (current)
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 ====== Composite State Machine Miner Discovering and Exploring Multi-perspective Processes ====== ====== Composite State Machine Miner Discovering and Exploring Multi-perspective Processes ======
  
-Maikel L. van Eck, Natalia Sidorova, and Wil M.P. van der Aalst. Tool demo paper, ​BPM 2016, Rio de Janeiro, Brasil.+Maikel L. van Eck, Natalia Sidorova, and Wil M.P. van der Aalst. ​Composite State Machine Miner Discovering and Exploring Multi-perspective Processes. Accepted as Tool Demo at BPM 2016, Rio de Janeiro, Brasil.
  
-{{:​blogs:​pubs2016:​compositestatemachineminer.pdf|}}+===== Abstract ===== 
 +Process mining provides fact-based insights into processes 
 +based on behaviour captured in event data. An important aspect of this 
 +is the discovery of process models from such data. Traditionally,​ the focus of process discovery is on learning the ordering of activities. We deviate from this dominating activity view on processes to focus on states 
 +and state changes. Specifically,​ we aim to discover state-based models 
 +for processes where different facets, or perspectives,​ of the process can 
 +be identified. In this paper we describe an interactive process discovery 
 +tool that can be used to discover and explore state-based models for 
 +such multi-perspective processes: the Composite State Machine Miner. 
 +It quantifies and visualises the interactions between perspectives to provide additional process insights. This tool has been used to analyse the 
 +BPI Challenge 2012 data of a loan application process and product user 
 +behaviour data gathered by Philips during the development of a smart 
 +baby bottle equipped with various sensors. 
 + 
 +===== Keywords: ===== 
 + 
 +process discovery, state-based models, multi-perspective processes, interactive process exploration 
 + 
 +===== Links ===== 
 + 
 +  * {{:​blogs:​pubs2016:​compositestatemachineminer.pdf|Preprint}}