使用潜在马尔可夫模型的老年人公共交通使用的纵向分析

Shasha Liu , Toshiyuki Yamamoto , Toshiyuki Nakamura
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引用次数: 0

摘要

了解老年人多年来使用公共交通的趋势,对于长期规划和发展对老年人友好的公共交通十分重要。尽管对老年人的出行模式进行了广泛的研究,但很少有研究探讨老年人多年来使用公共交通的演变情况。利用日本静冈市六年的智能卡交易数据和匿名持卡人会员数据,我们建立了一个潜在马尔可夫模型,以考虑未观察到的异质性,并分析老年人使用公共交通的演变情况。结果表明,年龄、性别和居住建筑环境影响着老年人多年来使用公共交通的趋势。老年男性和老年女性分别有五个潜在状态,这表明存在未观察到的异质性。受非观察因素影响的公共交通使用倾向往往保持不变,尤其是处于极低、低和极高使用倾向潜态的老年人。
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Longitudinal analysis of public transport usage by older people using a latent Markov model

Understanding trends in public transport usage by older people over the years is important for the long-term planning and development of age-friendly public transport. Despite extensive research on travel patterns of older people, very limited studies have explored the evolution oftheir public transport usage over the years. Using six years of smartcard transaction data and anonymous cardholder membership data from Shizuoka, Japan, we develop a latent Markov model to account for unobserved heterogeneity and to analyze the evolution of public transport usage by older people. The results indicate that age, gender, and residential built environment influence trends in publictransport usage by older adults over the years. There are five latentstates for older men and women, respectively, demonstrating theexistence of unobserved heterogeneity. Propensity to use public transport affected by unobserved factors tends to retain the same, especially for older people in the latent states of very low, low, and very high propensities.

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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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