Title :
Customer behavior dependent diffusion process & optimal model selection using distance based approach
Author :
Anand, Adarsh ; Singh, Ompal ; Aggarwal, Richie ; Kapur, P.K.
Author_Institution :
Dept. of Operational Res., Univ. of Delhi, Delhi, India
Abstract :
The existence of any company depends on its present and future customers. For the progress of any business organization, understanding customer´s mindset is crucial. Many authors have proposed mathematical models to analyze and measure the sales for organizations. This study works with a mathematical methodology to provide different aspect of customer´s perception before and after they make their final purchase. Here we have incorporated the concept of repeat purchase and balking in our diffusion modeling framework. Besides studying customer´s decision for re-buying the product or they leaving it without buying, we have proposed many models depending on the rate of product adoption. Selecting an optimal diffusion model to be used in a particular case has been an interesting area for researchers in the domain of innovation diffusion modeling. In line with this, we have deployed Distance Based Approach (DBA) to seek the proposed models and select an optimal model according to the given circumstances. Several goodness of fit measures have been considered for applying DBA. The validation of the proposed model is done on the real life data set.
Keywords :
customer profiles; decision making; business organization; customer behavior dependent diffusion process; customer decision; distance based approach; mathematical models; optimal diffusion model; optimal model selection; product re-buying; Computational modeling; Data models; Diffusion processes; Mathematical model; Organizations; Predictive models; Technological innovation; Balking; Distance Based Approach (DBA); Innovation Diffusion Process; Repeat Purchase;
Conference_Titel :
Futuristic Trends on Computational Analysis and Knowledge Management (ABLAZE), 2015 International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-8432-9
DOI :
10.1109/ABLAZE.2015.7154951