Real Estate Automated Valuation Model with Explainable Artificial Intelligence Based on Shapley Values
D Tchuente - The Journal of Real Estate Finance and Economics, 2024 - Springer
The literature on the use of machine learning (ML) models for the estimation of real estate
prices is increasing at a high rate. However, the black-box nature of the proposed models …
prices is increasing at a high rate. However, the black-box nature of the proposed models …
A conceptual bridge for the 'innovation-adoption gap'in the property profession
Amid digital transformation, property valuation innovations (PVIs) can enhance professional
service firms'(PSFs) operations. Meanwhile, literature suggests that some PSFs and property …
service firms'(PSFs) operations. Meanwhile, literature suggests that some PSFs and property …
The Impacts of Open Data and eXplainable AI on Real Estate Price Predictions in Smart Cities
In the rapidly evolving landscape of urban development, where smart cities increasingly rely
on artificial intelligence (AI) solutions to address complex challenges, using AI to accurately …
on artificial intelligence (AI) solutions to address complex challenges, using AI to accurately …
[HTML][HTML] Machine Learning Valuation in Dual Market Dynamics: A Case Study of the Formal and Informal Real Estate Market in Dar es Salaam
F Nyanda, H Muyingo, M Wilhelmsson - Buildings, 2024 - mdpi.com
The housing market in Dar es Salaam, Tanzania, is expanding and with it a need for
increased market transparency to guide investors and other stakeholders. The objective of …
increased market transparency to guide investors and other stakeholders. The objective of …
Combining machine learning and econometrics: Application to commercial real estate prices
M Francke, A van de Minne - Real Estate Economics, 2024 - Wiley Online Library
In this article, we combine a random effects model with different machine learning algorithms
via an iterative process when predicting commercial real estate asset values. Using both …
via an iterative process when predicting commercial real estate asset values. Using both …
[PDF][PDF] Determining real estate features influence on prices with partial dependence plots: A case study in Szczecin, Poland
S Gnat - Real Estate Management and Valuation, 2024 - sciendo.com
Market prices and valuation represent the culmination of multifaceted interactions between
various economic, social, and environmental factors. Comprehension of these factors is …
various economic, social, and environmental factors. Comprehension of these factors is …
Una revisión sistemática de la literatura sobre la precisión de modelos de aprendizaje automático aplicados a la tasación de bienes raíces
FE Garza, YM Ramírez, A Ramírez-Noriega… - Revista de Investigación …, 2024 - riti.es
El objetivo del presente documento es identificar los modelos de Aprendizaje Automático
(AA) más precisos para predecir el valor de una propiedad inmobiliaria, basándose en una …
(AA) más precisos para predecir el valor de una propiedad inmobiliaria, basándose en una …
Real Estate Valuation in the Age of Artificial Intelligence–Modern Machine Learning Algorithms and their Application in Property Appraisal
M Stang - 2023 - epub.uni-regensburg.de
The real estate valuation sector is a crucial component of the real estate industry, serving
various purposes and often mandated by regulations. The Global Financial Crisis (GFC) in …
various purposes and often mandated by regulations. The Global Financial Crisis (GFC) in …
Real estate valuation using machine learning
M Hernes, P Tutak, M Nadolny, A Mazurek - Procedia Computer Science, 2024 - Elsevier
Real estate valuation is a complex process conditioned by real estate's legal, economic, and
social environment. Difficulties faced by the real estate appraiser in the valuation process …
social environment. Difficulties faced by the real estate appraiser in the valuation process …
Determining the Influence of Real Estate Features on Prices with Partial Dependence Plots: A Case Study in Szczecin, Poland
S Gnat - Real Estate Management and Valuation, 2024 - search.proquest.com
The study explores the application of Partial Dependence Plots (PDP) in the analysis of real
estate features. The study centers on a selected real estate market in Szczecin, Poland …
estate features. The study centers on a selected real estate market in Szczecin, Poland …