Forecasting of mobile subscriptions in Asia Pacific using bass diffusion model

被引:0
|
作者
Wenrong, Wenren [1 ]
Xie, M. [2 ]
Tsui, Kwok [3 ]
机构
[1] Natl Univ Singapore, Logist Inst, Singapore 117548, Singapore
[2] Natl Univ Singapore, Dept Ind & Syst Engn, Singapore, Singapore
[3] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA USA
关键词
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
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.
引用
收藏
页码:300 / +
页数:2
相关论文
共 50 条
  • [41] Using system dynamics to model mobile commerce diffusion
    Wang, WQ
    Cheong, F
    SHAPING BUSINESS STRATEGY IN A NETWORKED WORLD, VOLS 1 AND 2, PROCEEDINGS, 2004, : 858 - 863
  • [42] A STOCHASTIC GENERALIZATION OF THE BASS DIFFUSION-MODEL
    JAIN, DP
    RAMAN, K
    JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH, 1992, 51 (03): : 216 - 228
  • [43] Contemporary social theory and the Bass diffusion model
    Redmond, WH
    1996 AMA EDUCATORS' PROCEEDINGS, VOL 7 - ENHANCING KNOWLEDGE DEVELOPMENT IN MARKETING, 1996, 7 : 176 - 181
  • [44] INCORPORATING ATTITUDES AND IMITATION IN THE BASS MODEL OF DIFFUSION
    EVANS, RH
    PSYCHOLOGICAL REPORTS, 1995, 77 (03) : 1043 - 1048
  • [45] Diffusion of Information Technology: An Extension of the Bass Model
    Diao, Lilin
    Zhang, Bei
    Jia, Li
    IEEC 2009: FIRST INTERNATIONAL SYMPOSIUM ON INFORMATION ENGINEERING AND ELECTRONIC COMMERCE, PROCEEDINGS, 2009, : 712 - 716
  • [46] The Bass Model as Integrative Diffusion Model: A Comparison of Parameter Influences
    Brusch, Michael
    Fischer, Sebastian
    Szuppa, Stephan
    DATA SCIENCE, LEARNING BY LATENT STRUCTURES, AND KNOWLEDGE DISCOVERY, 2015, : 229 - 238
  • [47] Imaging Communities: Gendered Mobile Media in the Asia-Pacific
    Hjorth, Larissa
    ASIA-PACIFIC JOURNAL-JAPAN FOCUS, 2009, 7 (09):
  • [48] Forecasts of Mobile Broadband Development in the Asia-Pacific Region
    Wang Li
    信息通信技术, 2012, 6 (06) : 12 - 16
  • [49] Introduction to the special issue on mobile societies in Asia-Pacific
    Fortunati, Leopoldina
    Lee, Francis
    Lin, Angel
    INFORMATION SOCIETY, 2008, 24 (03): : 135 - 139
  • [50] Diffusion of Mobile Telephony in China: Driving Forces and Forecasting
    Chu, Wen-Lin
    Liu, Xielin
    Wu, Feng-Shang
    PROCEEDINGS OF PICMET 09 - TECHNOLOGY MANAGEMENT IN THE AGE OF FUNDAMENTAL CHANGE, VOLS 1-5, 2009, : 2661 - +