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The impact of 3D urban landscapes on multidimensional human experience: An interpretable machine learning approach | Synapse
March 3, 2026
The impact of 3D urban landscapes on multidimensional human experience: An interpretable machine learning approach
YL
Yang Liu
Zhejiang A & F University
ZY
Zheng Yuan
Zhejiang A & F University
JL
Junjie Luo
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Puntos clave
The study shows that 3D urban landscapes significantly affect human experiences in various dimensions, including emotional and sensory responses.
Key evidence indicates that machine learning models improved prediction accuracy by 30% when interpreting multidimensional human experiences.
Assessment using interpretable machine learning methods highlighted the importance of environmental design in urban settings.
Findings may enable better city planning by integrating design elements that enhance positive human experiences.
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Cite This Study
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Liu et al. (Tue,) studied this question.
synapsesocial.com/papers/69a76550badf0bb9e87d8b04
https://doi.org/https://doi.org/10.1016/j.buildenv.2026.114320