Artificial Neural Networks for Predicting Real Estate Prices

• Autores: Julia Margarita Núñez Tabales , José María Caridad y Ocerín , Francisco José Rey Carmona
• Localización: Revista de métodos cuantitativos para la economía y la empresa, ISSN-e 1886-516X, Vol. 15, 2013, págs. 29-44
• Idioma: inglés
• Títulos paralelos:
  • Redes neuronales artificiales para la predicción de precios inmobiliarios
• Enlaces
  • Texto completo
• Dialnet Métricas: 1 Cita
• Referencias bibliográficas
  • Allen, W.C. and Zumwalt, J.K. (1994): Neural Networks: a word of caution. Working Paper. Colorado State University.
  • Bonissone, P.P. and Cheetham, W. (1997): "Financial applications of fuzzy case-based reasoning to residential property valuation"....
  • Borst, R. (1991): "Artificial Neural Networks: The Next Modelling/ Calibration Technology for the Assessment Community?". Property...
  • Caridad, J.M. and Ceular, N. (2001): "Un análisis del mercado de la vivienda a través de Sistemas de Redes Neuronales". Revista de...
  • Cechin, A., Souto, A., and Aurelio, M. (2000): "Real estate value at Porto Alegre city using Artificial Neural Networks". Sixth Brasilian...
  • Collins, A. and Evans, A. (1994): "Artificial Neural Networks: an application to residential valuation in the U.K". Journal of Property...
  • Do, A. and Grudnitski, G. (1992): "A Neural Network Approach to Residential Property Appraisal". The Real Estate Appraiser, 58(3),...
  • Freeman, J. and Skapura, D.M. (1993): Redes neuronales algoritmos, aplicaciones y técnicas de programación. Ed. Wilmington Addison-Wesley.
  • Gallego, J. (2004): "La inteligencia artificial aplicada a la valoración de inmuebles. Un ejemplo para valorar Madrid". Revista CT/Catastro,...
  • García Rubio, N. (2004): Desarrollo y aplicación de redes neuronales artificiales al mercado inmobiliario: aplicación a la ciudad de Albacete....
  • Hamzaoi, Y.E. and Hernández, J.A. (2011): "Application of Artificial Neural Networks to predict the selling Price in the real estate valuation"....
  • Haykin, S. (1999): Neural networks: A comprehensive foundation. Ed. Prentice-Hall.
  • Haynes, J.D. and Tan, C.N.W. (1993): An Artificial Neuronal Network real estate price predictor. IEEE Computer Society Press: USA.
  • Jaén, M. and Molina, A. (1995): Modelos econométricos de tenencia y demanda de vivienda. Servicio de Publicaciones de la Universidad de Almería...
  • Karakozova, O.A. (2000): Comparison between neural network and multiple regression approaches: An application to residential valuation in...
  • Kauko, T., Hooimaijer, P., and Hakfoort, J. (2002): "Capturing housing market segmentation: An alternative approach based on neural network...
  • Lara, J. (2005): "Aplicación de las redes neuronales artificiales al campo de la valoración inmobiliaria". Mapping, 104, pp. 64-71.
  • Lashley, K. (1929): Brain mechanisms and intelligence. University of Chicago Press.
  • Limsombunchai, V., Gan, C., and Lee, M. (2004): "House price prediction: Hedonic Price Model vs. Artificial Neural Network". American...
  • Liu, J., Zhang, X., and Wu, W. (2006): "Application of fuzzy neural network for real estate prediction". LNCS, 3973, pp. 1187-1191.
  • McCluskey, W., Dyson, K., McFall, D., and Anand, S. (1996): "Mass appraisal for property taxation: an artificial intelligence approach"....
  • McCulloch, W.S. and Pitts, W. (1943): "A logical calculus of the ideas immanent in nervous activity". Bulletin of Mathematical Biophysics,...
  • National Statistics Institute (Instituto Nacional de Estadística -INE-): http://www.ine.es
  • Nguyen, N. and Cripps A. (2001): "Predicting housing value: a comparison of multiple regression analysis and artificial neural networks"....
  • Richardson, H.W. (1973): Economía Regional. Teoría de la localización, estructuras urbanas y crecimiento regional. Ed. Vicens Vives. Barcelona.
  • Rosen, S. (1974): "Hedonic Prices and Implicit Markets: Product Differentiation in Pure competition". Journal of Political Economy,...
  • Rossini, P. (1998): "Improving the results of artificial neural network models for residential valuation". Four Annual Pacific-Rim...
  • Rumellhart, D. and McClelland, J. (1986): Parallel distributed processing: Explorations in the microstructure of cognition. Cambridge: MIT.
  • Saura, P. (1995) Demanda de características de la vivienda en Murcia. Secretariado de Publicaciones de la Universidad de Murcia.
  • Selim, H. (2009): "Determinants of house prices in Turkey: Hedonic regression versus artificial neural network". Expert Systems with...
  • Tay, D.P. and Ho, D.K. (1992): "Artificial intelligence and the mass appraisal of residential apartment". Journal of Property Valuation...
  • Worzala, E., Lenk, M., and Silva, A. (1995): "An exploration of neural networks and its application to real estate valuation". Journal...