Comparison of updating techniques in transferability analysis of work trip mode choice models in developing countries

被引:9
|
作者
San Santoso, Djoen [1 ]
Tsunokawa, Koji [2 ]
机构
[1] Asian Inst Technol, Sch Engn & Technol, Khlong Luang, Pathumthani, Thailand
[2] Saitama Univ, Grad Sch Sci & Engn, Sakura Ku, Saitama 3388570, Japan
关键词
transferability; updating techniques; mode choice model; developing country; Ho Chi Minh City; Phnom Penh;
D O I
10.1002/atr.112
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study analyzes the performances of updating techniques in transferability of mode choice models in developing countries A model specification. estimated in Ho Chi Minh City, was transferred to Phnom Penh Naive transfer and four updating methods associated with small sized samples were used in the transfer process and were evaluated based on statistical perspective and predictive ability The study also illustrates the problems faced in model transferability development. due to the lack of available and suitable data in Phnom Penh. This lack is strongly related to different methods and structures applied in collecting the data Simplified approaches to the difficulties are proposed in the study The results show that updating ASCs. updating both ASCs and scale parameter. and use of combined transfer estimators all produce significant improvement. both statistically and in predictability. in updating the model The last two methods have pioven to be superior to the first method, owing, to the inclusion of transfer bias considerations in the estimations However, small data samples should not have large transfer bias when using combined transfer estimators h is also concluded that naively transferring a model is not recommended. and Bayesian updating should be avoided when transfer bias exists Copyright (C) 2010 John Wiley & Sons. Ltd
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页码:89 / 102
页数:14
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