The research development of hedonic price model-based real estate appraisal in the era of big data

C Wei, M Fu, L Wang, H Yang, F Tang, Y Xiong - Land, 2022 - mdpi.com
In the era of big data, advances in relevant technologies are profoundly impacting the field of
real estate appraisal. Many scholars regard the integration of big data technology as an …

Take a look around: using street view and satellite images to estimate house prices

S Law, B Paige, C Russell - ACM Transactions on Intelligent Systems …, 2019 - dl.acm.org
When an individual purchases a home, they simultaneously purchase its structural features,
its accessibility to work, and the neighborhood amenities. Some amenities, such as air …

Computer vision-based analysis of buildings and built environments: A systematic review of current approaches

MB Starzyńska-Grześ, R Roussel, S Jacoby… - ACM Computing …, 2023 - dl.acm.org
Analysing 88 sources published from 2011 to 2021, this article presents a first systematic
review of the computer vision-based analysis of buildings and the built environment. Its aim …

Comparing conventional manual measurement of the green view index with modern automatic methods using google street view and semantic segmentation

T Aikoh, R Homma, Y Abe - Urban Forestry & Urban Greening, 2023 - Elsevier
Urban greenery has various beneficial effects, such as engendering peace of mind. The
green view index (GVI) effectively measures the amount of greenery people can perceive …

Deep learning model for house price prediction using heterogeneous data analysis along with joint self-attention mechanism

PY Wang, CT Chen, JW Su, TY Wang… - IEEE access, 2021 - ieeexplore.ieee.org
House price prediction is a popular topic, and research teams are increasingly performing
related studies by using deep learning or machine learning models. However, because …

[HTML][HTML] How much is the view from the window worth? Machine learning-driven hedonic pricing model of the real estate market

T Potrawa, A Tetereva - Journal of Business Research, 2022 - Elsevier
Understanding the customers' perception of the value of constituent characteristics of a good
is among the key questions in any pricing strategy. Hedonic pricing allows such an analysis …

The association of urban greenness and walking behavior: Using google street view and deep learning techniques to estimate residents' exposure to urban …

Y Lu - International journal of environmental research and …, 2018 - mdpi.com
Many studies have established that urban greenness is associated with better health
outcomes. Yet most studies assess urban greenness with overhead-view measures, such as …

Adapting grad-cam for embedding networks

L Chen, J Chen, H Hajimirsadeghi… - proceedings of the …, 2020 - openaccess.thecvf.com
The gradient-weighted class activation mapping (Grad-CAM) method can faithfully highlight
important regions in images for deep model prediction in image classification, image …

Key factors influencing purchase or rent decisions in smart real estate investments: A system dynamics approach using online forum thread data

F Ullah, SME Sepasgozar - Sustainability, 2020 - mdpi.com
The real estate sector is receiving mix responses throughout the world, with some countries
like USA receiving lesser and European and Asia Pacific markets receiving more …

House price prediction with gradient boosted trees under different loss functions

A Hjort, J Pensar, I Scheel… - Journal of Property …, 2022 - Taylor & Francis
Many banks and credit institutions are required to assess the value of dwellings in their
mortgage portfolio. This valuation often relies on an Automated Valuation Model (AVM) …