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assignments:philips_hue_product_evolution_using_stream_mining_of_customer_journey [2017/12/18 09:13]
hverbeek
assignments:philips_hue_product_evolution_using_stream_mining_of_customer_journey [2017/12/18 14:32] (current)
mhassani [Philips HUE Product Evolution Using Stream Mining of Customer Journey]
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 This master project will explore applying several streaming process mining and stream data mining techniques on the event data in order to answer the following questions: ​ This master project will explore applying several streaming process mining and stream data mining techniques on the event data in order to answer the following questions: ​
  
-  - **What happened?** Which usage, extension and upgrade patterns do we have? How did they evolve over time? Which concept drifts ​exits+  - **What happened?** Which usage, extension and upgrade patterns do we have? How did they evolve over time? Which concept drifts ​exist
   - **Why did happen?** Will any, and if so which, customer segmentation help in explaining the answers to (1)? Will splitting interleaving sub-process better relate these answers to e.g. some timing aspects?   - **Why did happen?** Will any, and if so which, customer segmentation help in explaining the answers to (1)? Will splitting interleaving sub-process better relate these answers to e.g. some timing aspects?
   - **What will happen?** Can we predict next customer usages, extensions and/or upgrades based on our previous learned models?   - **What will happen?** Can we predict next customer usages, extensions and/or upgrades based on our previous learned models?