CCL index in Hong Kong.

<div><p>The automated valuation model (AVM) has been widely used by real estate stakeholders to provide accurate property value estimations automatically. Traditional valuation models are subjective and inaccurate, and previous studies have shown that machine learning (ML) approaches per...

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Bibliographic Details
Main Author:	Lin Deng (127858) (author)
Published:	2025
Subjects:	Medicine Neuroscience Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified structured tabular data spatial distribution patterns source unstructured data shapley additive explanations real estate stakeholders multiple linear regression experimental results show real estate valuation automated valuation model lightgbm ), k approaches perform better formulate ml pipelines eight ml regressors source image fusion source image features image feature values remote sensing images nonlinear associations exist div >< p consider integrating multi traditional valuation models image fusion image features nonlinear associations valuation models mlp ), feature configuration better understanding enhanced ml urban planners street view significantly different reliable predictions random forest public authorities previous studies nearest neighbors machine learning incorporating multi housing prices findings contribute extra tree city centre case study
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CCL index in Hong Kong.

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