Investigation of Mixture of Experts Applied to Residential Premises Valuation

作者: Tadeusz Lasota , Bartosz Londzin , Bogdan Trawiński , Zbigniew Telec

DOI: 10.1007/978-3-642-36543-0_24

关键词:

摘要: Several experiments were conducted in order to investigate the usefulness of mixture experts approach an online internet system assisting real estate appraisal. All performed using real-world datasets taken from a cadastral system. The analysis results was statistical methodology including nonparametric tests followed by post-hoc procedures designed especially for multiple 1×N and N×N comparisons. architectures studied paper comprised: four algorithms used as expert networks: glm --- general linear model, mlp multilayer perceptron two support vector regression e-SVR ν-SVR well three glm, mlp, gmm gaussian model employed gating networks.

参考文章(27)
F Sharifizadeh, R Ebrahimpour, S Sarhangi, Mixture of Experts for Persian Handwritten Word Recognition iranian journal of electrical and electronic engineering. ,vol. 7, pp. 217- 224 ,(2011)
Perry Moerland, Some Methods for Training Mixtures of Experts IDIAP. ,(1997)
Magdalena Graczyk, Tadeusz Lasota, Zbigniew Telec, Bogdan Trawiński, Application of Mixture of Experts to Construct Real Estate Appraisal Models Lecture Notes in Computer Science. ,vol. 6076, pp. 581- 589 ,(2010) , 10.1007/978-3-642-13769-3_71
Janez Demšar, Statistical Comparisons of Classifiers over Multiple Data Sets Journal of Machine Learning Research. ,vol. 7, pp. 1- 30 ,(2006)
M. Serdar Yumlu, Fikret S. Gurgen, Nesrin Okay, Financial Time Series Prediction Using Mixture of Experts international symposium on computer and information sciences. pp. 553- 560 ,(2003) , 10.1007/978-3-540-39737-3_69
Alex J. Smola, Bernhard Schölkopf, A tutorial on support vector regression Statistics and Computing. ,vol. 14, pp. 199- 222 ,(2004) , 10.1023/B:STCO.0000035301.49549.88
J. Makhoul, Linear prediction: A tutorial review Proceedings of the IEEE. ,vol. 63, pp. 561- 580 ,(1975) , 10.1109/PROC.1975.9792
Reza Ebrahimpour, Ehsanollah Kabir, Hossein Esteky, Mohammad Reza Yousefi, Letters: View-independent face recognition with Mixture of Experts Neurocomputing. ,vol. 71, pp. 1103- 1107 ,(2008) , 10.1016/J.NEUCOM.2007.08.021
Michael I Jordan, Robert A Jacobs, None, Hierarchical mixtures of experts and the EM algorithm Neural Computation. ,vol. 6, pp. 181- 214 ,(1994) , 10.1162/NECO.1994.6.2.181
JH Goodband, Olivier CL Haas, John A Mills, A mixture of experts committee machine to design compensators for intensity modulated radiation therapy Pattern Recognition. ,vol. 39, pp. 1704- 1714 ,(2006) , 10.1016/J.PATCOG.2006.03.018