CCL index in Hong Kong.

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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