A Review of Expert System Applied in Real Estate Valuation

 
 
 
  • Abstract
  • Keywords
  • References
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  • Abstract


    Expert system application is found in various industries, especially in real estate, medical, law, engineering and social science. The complexity of the real estate environment demands a technology like expert system that able to automating a process for valuing a property and produces an estimated value to the real estate market participants. However, the expert system is not a common in property valuation practice in Malaysia as compared to in developed countries such as the United State America and the United Kingdom. The purpose of this paper is to explore the expert system and its implementation in real estate valuation. By exploring the expert system, the limitation and benefits of the expert system in real estate valuation are also identified. Expert system has ability to solve complex problems of property valuation. Thus, expert system shall be practicable by real estate valuers in Malaysia to ensure the reliable valuation is delivered.

     

     


  • Keywords


    Artificial Intelligence; Expert System; Real Estate; Valuation

  • References


      [1] A. Bikakis, G. Antoniou, Rule-based contextual reasoning in ambient intelligence. In: Dean M et al. (ed) Semantic Web Rules, LNCS, Springer, 6403 (2010) 74–88.

      [2] A. G. Musa, O. Daramola, E. A. Owoloko, O. O. Olugbara, A neural-CBR system for real property valuation, Journal of Emerging Trends in Computing and Information Sciences, vol. 4, no. 8 (2013) 611-622.

      [3] A. H. Kafi, K. Hamid, M. A. A. Kazem, Design and implementation of fuzzy expert system for real estate recommendation, International Journal Information, Security System Management, vol. 2, no. 1, (2013) 142–147.

      [4] A. H. Nawawi, D. Jenkins, S. Gronow, Expert system development for the mass appraisal of commercial property in Malaysia, Journal of the Society of Surveying Technicians, vol. 18 no. 8 (1997) 66-72.

      [5] A. S. M. Azmi, A. H. Nawawi, S. N. F. A. Latif, & N. L. J. Ling, Property valuers’ receptive level on knowledge of computer aided valuation (CAV) system, Procedia - Social and Behavioral Sciences, 105 (2013) 734–744.

      [6] A. Utomo, N. Hadisukmana, Rosalina, B. Sulistyo, R. Ginanjar, R. B. Wahyu, Expert system for choosing property based on rule based reasoning, Second International Conference on Informatics and Computing (ICIC), Jayapura. (2017) 1-6.

      [7] B. Larraz, An expert system for online residential properties valuation, Review of Economics and Finance, vol. 1 (2011) 69-82.

      [8] B. O’Roarty, D. Patterson, S. McGreal, A. Adair, “A case-based reasoning approach to the selection of comparable evidence for retail rent determination,” Expert System Application, vol. 12, no. 4 (1997) 417–428.

      [9] D. Krol, T. Lasota, W. Nalepa, B. Trawinski, Fuzzy system model to assist with real estate appraisals, Lecture Notes in Computer Science, 4570, (2007) 260-269.

      [10] D. N. B. Chaphalkar, S. Sandbhor, Use of artificial intelligence in real property valuation, International Journal of Engineering and Technology, vol. 5, no. 3 (2013) 2334–2337.

      [11] D. Tretton, Where is the world of property valuation for taxation purposes going?, Journal of Property Investment & Finance, vol. 25, no. 5 (2007) 482–514.

      [12] E. C. M. Hui, O. M. F. Lau, T. K. K. Lo, Deciphering real estate investment decisions through fuzzy logic systems, Property Management, vol. 27, no. 3 (2009) 163–177.

      [13] G. Babawale, Valuation accuracy – the myth, expectation and reality, African Journal of Economic and Management Studies, vol. 4, no. 3 (2013) 387–406.

      [14] I. D. Wilson, S. D. Paris, J. A. Ware, D. H. Jenkins, Residential property price time series forecasting with neural networks, Knowledge-Based System, 15 (2002) 335–341.

      [15] I. Scott and S. Gronow, Valuation expertise : Its nature and application, vol. 8, no. 4 (1990) 362–375.

      [16] J. A. Y. Liebowitz, Expert systems: A short introduction, Engineering Fracture Mechanics, vol. 50, no. 5-6 (1995) 601–607.

      [17] J. Daly, S. Gronow, D. Jenkins, F. Plimmer, Consumer behaviour in the valuation of residential property: A comparative study in the UK, Ireland and Australia, Property Management, vol. 21, no. 5 (2003) 295-314 doi:10.1108/02637470310508653

      [18] J. Kilpatrick, Expert systems and mass appraisal, Journal of Property Investment & Finance, vol. 29, no. 4/5 (2011) 529–550, available online: https://doi.org/10.1108/14635781111150385

      [19] J. M. Gallego, Artificial intelligence applied to real estate valuation: an example for the appraisal of madrid. CT: Catastro (2004) 255–265.

      [20] K. C. Lam, C. Y. Yu, K. Y. Lam, An artificial neural network and entropy model for residential property price forecasting in Hong Kong, Journal of Property Research, vol. 25, no. 4 (2008) 321–342.

      [21] K. Metaxiotis, J. Psarras, Expert systems in business : applications and future directions for the operations researcher, vol. 103, no. 5 (2003) 361–368

      [22] P. Bonissone, W. Cheetham, Fuzzy case-based reasoning for residential property valuation. Handbook on Fuzzy Computing (G 15.1), Oxford University Press. (1998).

      [23] P. Morano, F. Tajani, C. M. Torre, V. Orabona, Artificial intelligence in property valuations:an application of artificial neural networks to housing appraisal, (2014) 23–29.

      [24] P. Pacharavanich, N. Wongpinunwatana, P. Rossini, The development of a case-based reasoning system as a tool for residential valuation in Bangkok. Proceeding of the 6th Annual Pacific-Rim Real Estate Society Conference, Sydney (2000) 1-14.

      [25] P. Rossini, Using expert systems and artificial intelligence for real estate forecasting. Sixth Annual Pacific-Rim Real Estate Society Conference, Sydney, Australia, 24-27 January (2000).

      [26] R. B. Abidoye, & A. P. C. Chan, Research trend of the application of artificial neural network in property valuation, Proceedings of the 33rd CIB W78 Conference Australia (2016) 1-9, available online: https://www.researchgate.net/publication/316781421

      [27] R. M. J. Czernkowski, Expert system in real estate valuation, Valuation, vol. 8, no. 4 (1990) 376–393.

      [28] R. S. Hingole, Fundamentals of expert system, in: advances in metal forming. Springer Series in Materials Science, Berlin, Heidelberg, 206 (2015).

      [29] S. Liao, Expert system methodologies and applications - a decade review from 1995 to 2004, 28 (2005) 93–103.

      [30] S. Gupta, R. Singhal, Fundamentals and characteristics of an expert system. International Journal on Recent and Innovation Trends in Computing and Communication, vol. 1, no. 3 (2013) 110-113S.

      [31] T. A. Byrd, Expert systems implementation, Journal of Management Information Systems, vol. 95, no. 10 (1995) 3-7.

      [32] T. Lasota, B. Trawiński, K. Trawiński, Evolutionary generation of rule base in TSK fuzzy model for real estate appraisal, 3rd International Workshop on Genetic and Evolving Fuzzy (2008) 71–76.

      [33] Yalpir and G. Ozkan, Fuzzy logic methodology and multiple regression for residential real-estate valuation in urban areas, Scientific Research and Essays, vol. 6, no. 12 (2013) 110-113.

      [34] W. McCluskey, K. Dyson, D. McFall, S. Anand, Mass appraisal for property taxation: an artificial intelligence approach, Land Economic Review, vol. 2 no. 1 (1996) 25-32.


 

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Article ID: 22181
 
DOI: 10.14419/ijet.v7i4.22.22181




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