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Reimagining tourism pedestrian street aesthetics through machine learning:Understanding the role of spatial form based on a case study in Luoyang,China

Xin Gao Hirofumi Ueda Meng Qu Guang Li Xiaojin Li Menglin Xu

Frontiers of Architectural Research2026，Vol.15Issue(1)：P.238-258,21.

Frontiers of Architectural Research2026，Vol.15Issue(1)：P.238-258,21.DOI:10.1016/j.foar.2025.06.001

Reimagining tourism pedestrian street aesthetics through machine learning:Understanding the role of spatial form based on a case study in Luoyang,China

Xin Gao ¹Hirofumi Ueda ²Meng Qu ³Guang Li ⁴Xiaojin Li ¹Menglin Xu⁵

作者信息

1. Graduate School of International Media,Communication,and Tourism Studies,Hokkaido University 060-0817,Sapporo,Japan
2. Research Faculty of Media and Communication,Hokkaido University,Sapporo 060-0817,Japan
3. Center for Advanced Tourism Studies,Hokkaido University,Sapporo 060-0817,Japan
4. Education and Research Center for Mathematical and Data Science,Hokkaido University,Sapporo 060-0812,Japan
5. College of Agricultural and Forestry Sciences,Linyi University,Linyi City 276000,China Graduate School of Agriculture,Hokkaido University,Sapporo 060-8589,Japan
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摘要

关键词

Street spatial form/Aesthetic perception/Tourism street/Machine learning/Aesthetic evaluation

分类

建筑与水利

引用本文复制引用

Xin Gao,Hirofumi Ueda,Meng Qu,Guang Li,Xiaojin Li,Menglin Xu..Reimagining tourism pedestrian street aesthetics through machine learning:Understanding the role of spatial form based on a case study in Luoyang,China[J].Frontiers of Architectural Research,2026,15(1):P.238-258,21.

基金项目

funded by JST SPRING(Grant No.JPMJSP2119)。（Grant No.JPMJSP2119）

Frontiers of Architectural Research

ISSN：2095-2635

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