Unveiling the hidden vitality of block-structured neighborhoods through a multimodal urban perception and ensemble learning framework

Vibrant communities are essential for sustainable urban development, yet prior research has often overlooked subjective spatial perceptions and lacked spatiotemporal analysis of vitality drivers in non-core areas. To address this, we introduce the concepts of hidden vibrant communities (HVN) and hid...

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Bibliographic Details
Main Authors: Zhenxiang Ling, Xianxin Meng, Yingbiao Chen, Qinglan Qian, Junyu Kuang, Xianghua Shi, Yifan Yang, Wentao Chen, Zihao Zheng, Zhifeng Wu
Format: Article
Language:English
Published: Taylor & Francis Group 2025-08-01
Series:International Journal of Digital Earth
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Online Access:https://www.tandfonline.com/doi/10.1080/17538947.2025.2545581
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