Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model

The existing schemes show that the application of an Integrated Choice and Latent Variable (ICLV) model in choice behaviors of railway shippers in freight services provided by China Railway Express (CRE) and private logistics enterprises (PLEs) is a challenge. Therefore, this paper focuses on the fr...

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Main Authors: Yun Jing, Wanglin Xu, Siye Guo, Yingjin Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9051654/
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spelling doaj-689943d316704be9868b8b1f668b34bc2021-03-30T01:33:10ZengIEEEIEEE Access2169-35362020-01-018643996441010.1109/ACCESS.2020.29846269051654Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable ModelYun Jing0Wanglin Xu1https://orcid.org/0000-0002-2885-4724Siye Guo2Yingjin Zhang3School of Traffic and Transportation, Beijing Jiaotong University, Beijing, ChinaSchool of Traffic and Transportation, Beijing Jiaotong University, Beijing, ChinaSchool of Traffic and Transportation, Beijing Jiaotong University, Beijing, ChinaSchool of Traffic and Transportation, Beijing Jiaotong University, Beijing, ChinaThe existing schemes show that the application of an Integrated Choice and Latent Variable (ICLV) model in choice behaviors of railway shippers in freight services provided by China Railway Express (CRE) and private logistics enterprises (PLEs) is a challenge. Therefore, this paper focuses on the freight service products of CRE and PLEs and constructs a Fuzzy ICLV model by combining a fuzzy comprehensive evaluation with the ICLV model to analyze choice behaviors in freight services of railway shippers. The Fuzzy ICLV model offered significant advantages because it allowed us to incorporate latent variables that regard perceived convenience and reliability with a traditional discrete choice model (DCM). The results of the Fuzzy ICLV model clearly confirm that shippers' perceptions of the convenience and reliability of freight service products impact their freight service product choices. The results also show that the freight, time, distance from shippers to the sales department, destination distance, occupation, monthly income level, order quantity, cargo weight, and type are all major factors that affect Chinese railway shippers' choice behaviors for freight services. The goodness-of-fit measure of the Fuzzy ICLV model is 0.325, which is higher than that of the Nested Logit (NL) model. The results of this study can fill the gaps in choice behaviors in freight services research on Chinese railway shippers and have important implications for operators of CRE to adjust their freight service strategies or products.https://ieeexplore.ieee.org/document/9051654/Choice behaviorsChina Railway Expressfreight servicesfuzzy ICLV modellatent variableNL model
collection DOAJ
language English
format Article
sources DOAJ
author Yun Jing
Wanglin Xu
Siye Guo
Yingjin Zhang
spellingShingle Yun Jing
Wanglin Xu
Siye Guo
Yingjin Zhang
Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
IEEE Access
Choice behaviors
China Railway Express
freight services
fuzzy ICLV model
latent variable
NL model
author_facet Yun Jing
Wanglin Xu
Siye Guo
Yingjin Zhang
author_sort Yun Jing
title Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
title_short Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
title_full Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
title_fullStr Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
title_full_unstemmed Analysis of Choice Behaviors of Railway Shippers for Freight Services Based on a Fuzzy Integrated Choice and Latent Variable Model
title_sort analysis of choice behaviors of railway shippers for freight services based on a fuzzy integrated choice and latent variable model
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description The existing schemes show that the application of an Integrated Choice and Latent Variable (ICLV) model in choice behaviors of railway shippers in freight services provided by China Railway Express (CRE) and private logistics enterprises (PLEs) is a challenge. Therefore, this paper focuses on the freight service products of CRE and PLEs and constructs a Fuzzy ICLV model by combining a fuzzy comprehensive evaluation with the ICLV model to analyze choice behaviors in freight services of railway shippers. The Fuzzy ICLV model offered significant advantages because it allowed us to incorporate latent variables that regard perceived convenience and reliability with a traditional discrete choice model (DCM). The results of the Fuzzy ICLV model clearly confirm that shippers' perceptions of the convenience and reliability of freight service products impact their freight service product choices. The results also show that the freight, time, distance from shippers to the sales department, destination distance, occupation, monthly income level, order quantity, cargo weight, and type are all major factors that affect Chinese railway shippers' choice behaviors for freight services. The goodness-of-fit measure of the Fuzzy ICLV model is 0.325, which is higher than that of the Nested Logit (NL) model. The results of this study can fill the gaps in choice behaviors in freight services research on Chinese railway shippers and have important implications for operators of CRE to adjust their freight service strategies or products.
topic Choice behaviors
China Railway Express
freight services
fuzzy ICLV model
latent variable
NL model
url https://ieeexplore.ieee.org/document/9051654/
work_keys_str_mv AT yunjing analysisofchoicebehaviorsofrailwayshippersforfreightservicesbasedonafuzzyintegratedchoiceandlatentvariablemodel
AT wanglinxu analysisofchoicebehaviorsofrailwayshippersforfreightservicesbasedonafuzzyintegratedchoiceandlatentvariablemodel
AT siyeguo analysisofchoicebehaviorsofrailwayshippersforfreightservicesbasedonafuzzyintegratedchoiceandlatentvariablemodel
AT yingjinzhang analysisofchoicebehaviorsofrailwayshippersforfreightservicesbasedonafuzzyintegratedchoiceandlatentvariablemodel
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