Temporal Modelling of Customer Behaviour
Language: English
Published by Springer International Publishing, 2019
- Hardcover
- New
Condition: New
£ 119.18
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Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Nominated as an outstanding Ph.D. thesis by the University of Sydney, Australia Presents innovative machine learning techniques for modelling dynamic customer purchasing behaviour Reviews cutting-edge clustering techniques for tempor.
Seller Inventory # 280959907
- Title
- Temporal Modelling of Customer Behaviour
- Author
- Ling Luo
- Publisher
- Springer International Publishing
- Publication year
- 2019
- Condition
- New
- Binding
- Gebunden
- Language
- English
- ISBN 10
- 3030182886
- ISBN 13
- 9783030182885
- Series
- Book 595 of 797: Springer Theses
- Seller catalogs
- Mathematik/Naturwissenschaften/Technik/Medizin
This book describes advanced machine learning models – such as temporal collaborative filtering, stochastic models and Bayesian nonparametrics – for analysing customer behaviour. It shows how they are used to track changes in customer behaviour, monitor the evolution of customer groups, and detect various factors, such as seasonal effects and preference drifts, that may influence customers’ purchasing behaviour. In addition, the book presents four case studies conducted with data from a supermarket health program in which the customers were segmented and the impact of promotional activities on different segments was evaluated. The outcomes confirm that the models developed here can be used to effectively analyse dynamic behaviour and increase customer engagement. Importantly, the methods introduced here can also be used to analyse other types of behavioural data such as activities on social networks, and educational systems.
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