Title :
Understanding Changes in Customer Purchase Behavior: Study of Attenuation Model for Multiparametric Purchase Preferences
Author :
Cheung, Stephane ; Shirai, Yasuyuki ; Morita, Hiroyuki ; Nakamoto, Masakazu
Author_Institution :
JST-ERATO Minato Discrete Struct. Manipulation Syst. Project, Hokkaido Univ., Sapporo, Japan
Abstract :
This study cross examines consumers´ diverse switching behavior in various product categories, by proposing the Purchase Preference Attenuation Curve to describe the changes in consumers´ choice and purchase of frequently purchased items within an estimated period. Extensive experiments were carried out with panel data across multiple retail / online stores and vending machines collected in Tokyo metropolitan area in Japan to obtain a holistic view of purchase behavior in various product categories. Various analysis were carried out to demonstrate the application of this methodology which could optimize operations and marketing strategy.
Keywords :
consumer behaviour; consumer products; purchasing; retail data processing; vending machines; Japan; Tokyo metropolitan area; attenuation model; consumer switching behavior; customer purchase behavior; multiparametric purchase preferences; online stores; product categories; purchase preference attenuation curve; retail stores; vending machines; Attenuation; Dairy products; Data models; Hazards; Indexes; Multicore processing; Switches; Customer purchase behavior; attenuation curve; information gain; purchase preference;
Conference_Titel :
Data Mining Workshop (ICDMW), 2014 IEEE International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4799-4275-6
DOI :
10.1109/ICDMW.2014.115