DocumentCode :
459992
Title :
Forecasting of Mobile Subscriptions in Asia Pacific Using Bass Diffusion Model
Author :
Wenrong, Wenren ; Xie, M. ; Tsui, Kwok
Author_Institution :
Logistics Inst.-Asia Pacific, Nat. Univ. of Singapore
Volume :
1
fYear :
2006
fDate :
21-23 June 2006
Firstpage :
300
Lastpage :
303
Abstract :
In today´s dynamic world, mobile communication has changed the lifestyle of many people. Forecasting of mobile subscriptions in a country is one of the research areas. In this paper, Bass diffusion model is used to forecast the number of mobile service subscribers in major countries in Asia Pacific. Technically, we compare two forecasting methods: Bass diffusion model and diffusion by analogy. One is popular in research and the other is commonly applied in practice. Two estimation methods for Bass diffusion model are also compared: adaptive nonlinear least square (adaptive NLS) and genetic algorithm (GA). The results show that Bass diffusion model in general performs better than diffusion by analogy based on the in-sample sum of squared errors (SSE) and out-of-sample SSE. On the other hand, adaptive NLS and genetic algorithms are comparable in generating reasonably sound forecasting results
Keywords :
government policies; mobile communication; subscriber loops; technological forecasting; Asia Pacific; Bass diffusion model; forecasting; mobile communication; mobile service subscriber; Asia; Communication industry; Economic forecasting; Genetic algorithms; Least squares approximation; Mobile communication; Predictive models; Subscriptions; Systems engineering and theory; Technology forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Management of Innovation and Technology, 2006 IEEE International Conference on
Conference_Location :
Singapore, China
Print_ISBN :
1-4244-0147-X
Electronic_ISBN :
1-4244-0148-8
Type :
conf
DOI :
10.1109/ICMIT.2006.262172
Filename :
4035844
Link To Document :
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