分析大学生旅行特点的回归方法

IF 3.3 3区 工程技术 Q2 TRANSPORTATION
Bisma Khalid , Zia ur Rehman , Farhan Haider , Ammad Hassan Khan , Qaiser Naheed Hashmi , Ali Raza , Muhammad Sohail Jameel
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引用次数: 0

摘要

拉合尔工程技术大学(UET)的这项研究调查了学生的出行行为、模式选择和约束。采用描述性分析、潜类分析(LCA)、多项逻辑回归(MNL)、相关分析和线性回归等多种统计方法对1449名学生的数据进行分析。通过计算误差百分比来评价模型的精度。步行是校园内最受欢迎的交通方式,37%的学生更喜欢步行。大多数学生的行程为1-15公里,耗时10-15分钟,校外学生通常需要三次才能到达目的地。由于内在约束,安全问题显著影响了37%的学生的旅行行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Regression approach to analyze the travel characteristics of university students
This study at the University of Engineering and Technology (UET), Lahore, examined students’ travel behavior, mode choice and constraints. Data from 1,449 students were analyzed using various statistical methods, including descriptive analysis, latent class analysis (LCA), multinomial logistic regression (MNL), correlation, and linear regression. The model’s accuracy was evaluated by calculating the percent error. Walking was the most popular mode of transportation within the campus, preferred by 37% of students. Most students traveled 1-15 km, taking 10-15 minutes, with off-campus students typically making three trips to their destination. Safety concerns significantly influenced 37% of students’ travel behavior due to built-in constraints.
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来源期刊
CiteScore
6.40
自引率
14.30%
发文量
79
审稿时长
>12 weeks
期刊介绍: Transportation Letters: The International Journal of Transportation Research is a quarterly journal that publishes high-quality peer-reviewed and mini-review papers as well as technical notes and book reviews on the state-of-the-art in transportation research. The focus of Transportation Letters is on analytical and empirical findings, methodological papers, and theoretical and conceptual insights across all areas of research. Review resource papers that merge descriptions of the state-of-the-art with innovative and new methodological, theoretical, and conceptual insights spanning all areas of transportation research are invited and of particular interest.
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