Investigation of Fuzzy Models for the Valuation of Residential Premises Using the KEEL Tool

A series of experiments aimed to generate and learn fuzzy models for the valuation of residential premises was conducted using the KEEL tool (knowledge extraction based on evolutionary learning). Four regression and four post-processing algorithms were applied to several data sets. They referred to sales/purchase transactions of residential premises, which were derived from the cadastral system and the registry of real estate transactions. The results proved the usefulness of the tool to carry out laborious and tedious investigation in a relatively short time. Further research is needed to determine to what extent data coming from such sources allow to build the real estate valuation models.

[1]  Alistair Munro,et al.  Evolving fuzzy rule based controllers using genetic algorithms , 1996, Fuzzy Sets Syst..

[2]  Abdollah Homaifar,et al.  Simultaneous design of membership functions and rule sets for fuzzy controllers using genetic algorithms , 1995, IEEE Trans. Fuzzy Syst..

[3]  Francisco Herrera,et al.  Tuning fuzzy logic controllers by genetic algorithms , 1995, Int. J. Approx. Reason..

[4]  Jerry M. Mendel,et al.  Generating fuzzy rules by learning from examples , 1992, IEEE Trans. Syst. Man Cybern..

[5]  Margarita M. Lenk,et al.  An Exploration of Neural Networks and Its Application to Real Estate Valuation , 1995 .

[6]  Marco Aurélio Stumpf González,et al.  Mass Appraisal With Genetic Fuzzy Rule-Based Systems , 2003 .

[7]  Dariusz Król,et al.  Comparison of Mamdani and TSK Fuzzy Models for Real Estate Appraisal , 2007, KES.

[8]  Sarabjot Singh Anand,et al.  The application of intelligent hybrid techniques for the mass appraisal of residential properties , 1999 .

[9]  Francisco Herrera,et al.  A three-stage evolutionary process for learning descriptive and approximate fuzzy-logic-controller knowledge bases from examples , 1997, Int. J. Approx. Reason..

[10]  Piero P. Bonissone,et al.  Financial applications of fuzzy case-based reasoning to residential property valuation , 1997, Proceedings of 6th International Fuzzy Systems Conference.

[11]  B. Trawinski,et al.  An attempt to use a type-2 fuzzy logic system to assist with real estate appraisals , 2008, 2008 1st International Conference on Information Technology.

[12]  Luciano Sánchez A random sets-based method for identifying fuzzy models , 1998, Fuzzy Sets Syst..

[13]  María José del Jesús,et al.  KEEL: A data mining software tool integrating genetic fuzzy systems , 2008, 2008 3rd International Workshop on Genetic and Evolving Systems.

[14]  K. G. Srinivasa,et al.  A soft computing approach for data mining based query processing using rough sets and genetic algorithms , 2008, Int. J. Hybrid Intell. Syst..

[15]  Francisco Herrera,et al.  COR: a methodology to improve ad hoc data-driven linguistic rule learning methods by inducing cooperation among rules , 2002, IEEE Trans. Syst. Man Cybern. Part B.

[16]  Bogdan Trawiński,et al.  Evolutionary Optimization of TSK Fuzzy Model to Assist with Real Estate Appraisals , 2008 .

[17]  Philip R. Thrift,et al.  Fuzzy Logic Synthesis with Genetic Algorithms , 1991, ICGA.

[18]  Nghiep Nguyen,et al.  Predicting Housing Value: A Comparison of Multiple Regression Analysis and Artificial Neural Networks , 2001 .

[19]  Bogdan Trawinski,et al.  Evolutionary generation of rule base in TSK fuzzy model for real estate appraisal , 2008, 2008 3rd International Workshop on Genetic and Evolving Systems.

[20]  Peter J. Wyatt,et al.  The Development of a GIS-Based Property Information System for Real Estate Valuation , 1997, Int. J. Geogr. Inf. Sci..

[21]  Dariusz Król,et al.  Investigation of evolutionary optimization methods of TSK fuzzy model for real estate appraisal , 2008, Int. J. Hybrid Intell. Syst..

[22]  Francisco Herrera,et al.  Combining Rule Weight Learning and Rule Selection to Obtain Simpler and More Accurate Linguistic Fuzzy Models , 2003, Modelling with Words.

[23]  Carlo Bagnoli,et al.  The Theory of Fuzzy Logic and its Application to Real Estate Valuation , 1998 .

[24]  María José del Jesús,et al.  KEEL: a software tool to assess evolutionary algorithms for data mining problems , 2008, Soft Comput..

[25]  Woubishet Zewdu Taffese,et al.  Case-based reasoning and neural networks for real state valuation , 2007 .

[26]  Dariusz Król,et al.  Fuzzy System Model to Assist with Real Estate Appraisals , 2007, IEA/AIE.

[27]  Timothy H. Greer,et al.  An appraisal tool for the 21st Century: Automated Valuation Models. , 2001 .