Supervised versus Semi-Supervised Urban Functional Area Prediction: Uncertainty, Robustness and Sensitivity

Supervised versus Semi-Supervised Urban Functional Area Prediction: Uncertainty, Robustness and Sensitivity

To characterize a community-scale urban functional area using geo-tagged data and available land-use information, several supervised and semi-supervised models are presented and evaluated in Hong Kong for comparing their uncertainty, robustness and sensitivity. The following results are noted: (i) A...

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Bibliographic Details
Main Authors:	Rui Deng, Yanning Guan, Danlu Cai, Tao Yang, Klaus Fraedrich, Chunyan Zhang, Jiakui Tang, Zhouwei Liao, Zhishou Wei, Shan Guo
Format:	Article
Language:	English
Published:	MDPI AG 2023-01-01
Series:	Remote Sensing
Subjects:	geotagged data urban functional area graph convolutional network multi-layer perceptron semi-supervised learning
Online Access:	https://www.mdpi.com/2072-4292/15/2/341

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