Neural networks (NN) applied to the commercial properties valuation

被引:7
|
作者
Nunez Tabales, J. M. [1 ]
Rey Carmona, F. J. [1 ]
Caridad y Ocerin, J. Ma [1 ]
机构
[1] Univ Cordoba, Cordoba, Spain
关键词
Artificial Intelligence (AI); Neural Networks (NN); commercial property price; econometric modelling; real estate valuation; REGRESSION;
D O I
10.3989/ic.15.053
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Several agents, such as buyers and sellers, or local or tax authorities need to estimate the value of properties. There are different approaches to obtain the market price of a dwelling. Many papers have been produced in the academic literature for such purposes, but, these are, almost always, oriented to estimate hedonic prices of residential properties, such as houses or apartments. Here these methodologies are used in the field of estimate market price of commercial premises, using AI techniques. A case study is developed in Cordova -city in the South of Spain-. Neural Networks are an attractive alternative to the traditional hedonic modelling approaches, as they are better adapted to non-linearities of causal relationships and they also produce smaller valuation errors. It is also possible, from the NN model, to obtain implicit prices associated to the main attributes that can explain the variability of the market price of commercial properties.
引用
收藏
页数:10
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