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Modelling of Active and Latent Attributes Based on Traveler Perspectives: Case of Port City of Douala

Modelling of Active and Latent Attributes Based on Traveler Perspectives: Case of Port City of Douala
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摘要 A growing stream of study stresses the relevance of subjective elements in understanding the hierarchy of preferences that underpin individual travel behavior. The purpose of this study is to evaluate the impact of various factors on mode choice. To achieve this, a multinomial logit model (MNL) was used to analyze the relationships between mode choice and three classes of attributes;Combined Active and Latent, Active only and Latent only attributes. The data used are derived from surveys in the port city of Douala, Cameroon as a case study. Results stipulated that, the combined attributes model performed better than both active only attributes and latent only attributes models. Likewise, latent only attributes model performed better than active only attributes model. The advantage of modelling all three groups is for better selection of the most relevant attributes, and this is very relevant in understanding travel behavior of individuals and mode choice decisions. A growing stream of study stresses the relevance of subjective elements in understanding the hierarchy of preferences that underpin individual travel behavior. The purpose of this study is to evaluate the impact of various factors on mode choice. To achieve this, a multinomial logit model (MNL) was used to analyze the relationships between mode choice and three classes of attributes;Combined Active and Latent, Active only and Latent only attributes. The data used are derived from surveys in the port city of Douala, Cameroon as a case study. Results stipulated that, the combined attributes model performed better than both active only attributes and latent only attributes models. Likewise, latent only attributes model performed better than active only attributes model. The advantage of modelling all three groups is for better selection of the most relevant attributes, and this is very relevant in understanding travel behavior of individuals and mode choice decisions.
作者 Anastasia Ojong Maayuk-Okpok Yin Ming Anastasia Ojong Maayuk-Okpok;Yin Ming(College of Transport and Communication, Shanghai Maritime University, Shanghai, China)
出处 《World Journal of Engineering and Technology》 2023年第1期164-198,共35页 世界工程和技术(英文)
关键词 Multinomial logit Model Latent Attributes Mode Choice Individual Behavior Active Attributes Multinomial logit Model Latent Attributes Mode Choice Individual Behavior Active Attributes
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