Title :
Towards a hybrid approach of primitive cognitive network process and weighted iterative dichotomiser 3 for customer e-payment adoption analysis
Author :
Su, Joyce Wenting ; Yuen, Kevin Kam Fung
Author_Institution :
Dept. of Comput. Sci. & Software Eng., Xi´an Jiaotong-Liverpool Univ., Suzhou, China
Abstract :
Attracting customers to use e-payment is the critical success factor for the e-business transaction. Various factors influence the customers to adopt e-Payment. A hybrid approach of Primitive Cognitive Network Process (PCNP) and Weighted Iterative Dichotomiser Three (WID3) is proposed to classify the factors which influence the customer e-payment adoptions. Whilst PCNP is a revised approach of Analytic Hierarchy Process (AHP) to quantify the weights of factors, WED3 is the classification approach combining the weighted factors to the classical ID3 to classify data into distinct groups. An application shows the proposed approach could identify the patterns of customer e-Payment adoption, and predict the potential customer adoption behaviour.
Keywords :
analytic hierarchy process; cognitive systems; consumer behaviour; customer profiles; electronic money; AHP; analytic hierarchy process; customer adoption behaviour; customer e-payment adoption analysis; customer e-payment adoptions; data classification; e-business transaction; primitive cognitive network process; weighted iterative dichotomiser three; Analytic hierarchy process; Artificial intelligence; Classification algorithms; Decision trees; Equations; Industries; Mathematical model; Classification; Cognitive Network Process; E-Payment; ID3; customer adoption;
Conference_Titel :
Information Technology and Artificial Intelligence Conference (ITAIC), 2014 IEEE 7th Joint International
Print_ISBN :
978-1-4799-4420-0
DOI :
10.1109/ITAIC.2014.7065038