A comparison of data mining methods for mass real estate appraisal
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Limsombunchai, Visit, 2004. "House Price Prediction: Hedonic Price Model vs. Artificial Neural Network," 2004 Conference, June 25-26, 2004, Blenheim, New Zealand 97781, New Zealand Agricultural and Resource Economics Society.
- Bourassa, Steven C. & Hoesli, Martin & Peng, Vincent S., 2003.
"Do housing submarkets really matter?,"
Journal of Housing Economics, Elsevier, vol. 12(1), pages 12-28, March.
- Steven C. BOURASSA & Martin HOESLI & Vincent S. PENG, 2002. "Do Housing Submarkets Really Matter?," FAME Research Paper Series rp58, International Center for Financial Asset Management and Engineering.
- Acciani, Claudio & Fucilli, Vincenzo & Sardaro, Ruggiero, 2008. "Model Tree: An Application In Real Estate Appraisal," 109th Seminar, November 20-21, 2008, Viterbo, Italy 44853, European Association of Agricultural Economists.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Juergen Deppner & Marcelo Cajias, 2024. "Accounting for Spatial Autocorrelation in Algorithm-Driven Hedonic Models: A Spatial Cross-Validation Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 68(2), pages 235-273, February.
- Clifford Lipscomb & Michael Farmer, 2005. "Household diversity and market segmentation within a single neighborhood," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(4), pages 791-810, December.
- Marko Kryvobokov, 2011. "Defining apartment neighbourhoods with Thiessen polygons and fuzzy equality clustering," ERES eres2011_142, European Real Estate Society (ERES).
- Núñez Tabales, Julia M. & Caridad y Ocerin, José María & Rey Carmona, Francisco J., 2013. "Artificial Neural Networks for Predicting Real Estate Prices || Redes neuronales artificiales para la predicción de precios inmobiliarios," Revista de Métodos Cuantitativos para la Economía y la Empresa = Journal of Quantitative Methods for Economics and Business Administration, Universidad Pablo de Olavide, Department of Quantitative Methods for Economics and Business Administration, vol. 15(1), pages 29-44, June.
- Raul-Tomas Mora-Garcia & Maria-Francisca Cespedes-Lopez & V. Raul Perez-Sanchez & Pablo Marti & Juan-Carlos Perez-Sanchez, 2019. "Determinants of the Price of Housing in the Province of Alicante (Spain): Analysis Using Quantile Regression," Sustainability, MDPI, vol. 11(2), pages 1-33, January.
- Daniel Melser & Robert J. Hill, 2019. "Residential Real Estate, Risk, Return and Diversification: Some Empirical Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 59(1), pages 111-146, July.
- Chung-Chang Lee, 2009. "Hierarchical Linear Modeling to Explore the Influence of Satisfaction with Public Facilities on Housing Prices," International Real Estate Review, Global Social Science Institute, vol. 12(3), pages 252-272.
- Bill Randolph & Andrew Tice, 2013. "Who Lives in Higher Density Housing? A Study of Spatially Discontinuous Housing Sub-markets in Sydney and Melbourne," Urban Studies, Urban Studies Journal Limited, vol. 50(13), pages 2661-2681, October.
- Jose Torres-Pruñonosa & Pablo GarcÃa-Estévez & Josep Maria Raya & Camilo Prado-Román, 2022. "How on Earth Did Spanish Banking Sell the Housing Stock?," SAGE Open, , vol. 12(1), pages 21582440221, March.
- Chris Leishman & Greg Costello & Steven Rowley & Craig Watkins, 2013. "The Predictive Performance of Multilevel Models of Housing Sub-markets: A Comparative Analysis," Urban Studies, Urban Studies Journal Limited, vol. 50(6), pages 1201-1220, May.
- Camilo Serrano & Martin Hoesli, 2010.
"Are Securitized Real Estate Returns more Predictable than Stock Returns?,"
The Journal of Real Estate Finance and Economics, Springer, vol. 41(2), pages 170-192, August.
- Camilo Serrano & Martin Hoesli, 2008. "Are Securitized Real Estate Returns more Predictable than Stock Returns?," Swiss Finance Institute Research Paper Series 08-27, Swiss Finance Institute.
- Camilo Serrano & Martin Hoesli, 2008. "Are Securitized Real Estate Returns More Predictable Than Stock Returns?," ERES eres2008_252, European Real Estate Society (ERES).
- Mahdieh Yazdani & Maziar Raissi, 2023. "Real Estate Property Valuation using Self-Supervised Vision Transformers," Papers 2302.00117, arXiv.org.
- Mak Kaboudan & Avijit Sarkar, 2008. "Forecasting prices of single family homes using GIS-defined neighborhoods," Journal of Geographical Systems, Springer, vol. 10(1), pages 23-45, March.
- Keemin Sohn, 2013. "Feature Mapping the Seoul Metro Station Areas Based on a Self-Organizing Map," Journal of Urban Technology, Taylor & Francis Journals, vol. 20(4), pages 23-42, October.
- David C. Wheeler & Antonio Páez & Jamie Spinney & Lance A. Waller, 2014. "A Bayesian approach to hedonic price analysis," Papers in Regional Science, Wiley Blackwell, vol. 93(3), pages 663-683, August.
- Steven C Bourassa & Martin Hoesli & Louis Merlin & John Renne, 2021. "Big data, accessibility and urban house prices," Urban Studies, Urban Studies Journal Limited, vol. 58(15), pages 3176-3195, November.
- Tom Kauko, 2004. "A Comparative Perspective on Urban Spatial Housing Market Structure: Some More Evidence of Local Sub-markets Based on a Neural Network Classification of Amsterdam," Urban Studies, Urban Studies Journal Limited, vol. 41(13), pages 2555-2579, December.
- Kim, Jun Sung & Mitchell, Sophie Deborah & Wang, Liang Choon, 2019.
"Hedonic pricing and the role of stud fees in the market for thoroughbred yearlings in Australia,"
Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 63(3), July.
- Jun Sung Kim & Sophie Deborah Mitchell & Liang Choon Wang, 2019. "Hedonic pricing and the role of stud fees in the market for thoroughbred yearlings in Australia," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 63(3), pages 439-471, July.
- Xiaolong Liu, 2013. "Spatial and Temporal Dependence in House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 47(2), pages 341-369, August.
- Mehmet Emin Tabar & Aziz Sisman & Yasemin Sisman, 2023. "A Real Estate Appraisal Model with Artificial Neural Networks and Fuzzy Logic: A Local Case Study of Samsun City," International Real Estate Review, Global Social Science Institute, vol. 26(4), pages 569-585.
More about this item
Keywords
mass appraisal; real estate; data mining;All these keywords.
JEL classification:
- L85 - Industrial Organization - - Industry Studies: Services - - - Real Estate Services
NEP fields
This paper has been announced in the following NEP Reports:- NEP-CMP-2010-12-18 (Computational Economics)
- NEP-URE-2010-12-18 (Urban and Real Estate Economics)
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:27378. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.