A System to Support the Design and Management of Customer Experience Based on a Customer-Centered Approach

被引:0
|
作者
Ceccacci, Silvia [1 ]
Generosi, Andrea [1 ]
Mengoni, Maura [1 ]
机构
[1] Univ Politecn Marche, Dept Ind Engn & Math Sci, Ancona, Italy
关键词
Customer experience; Customer profiling; Machine learning; Predictive models; Video analysis; BEHAVIOR;
D O I
10.1007/978-3-030-91234-5_76
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This article introduces at a conceptual level a system based on AI technologies, able to determine the customer profile, in order to support customer experience design and management accordingly to a customer-centered approach, by extracting information from video stream provided by the security cameras installed in a store. The system collects customer demographic and behavioral information (e.g., age, gender, time spent in determined areas of the store, time spent interacting with the salesperson, etc.) through Deep Learning algorithms, in a completely anonymous way, without saving bio-metric data. To predict the customer profile based on the collected data it exploits a Bayesian Belief Network (BBN). The paper describes the overall system architecture, details the method used to model the BBN and reports, through the description of a use case scenario, some examples of insights useful to guide the choice of possible actions to be taken to improve the customer experience strategy.
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页码:753 / 760
页数:8
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