Research on prediction methods of Residential real estate price Based on Improved BPNN

被引:3
|
作者
Yi Bin [1 ]
Liu Weijun [1 ]
机构
[1] Changsha Univ Sci & Technol, Sch Traff & Transportat Engn, Changsha 410114, Hunan, Peoples R China
关键词
IPSO; price; gray correlation theory; BPNN; BUBBLE;
D O I
10.1109/ICSGEA.2016.45
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To improve the prediction precision of residential property, the paper brings up a mixed optimizing model based on IPSO-BPNN. The model has adopted gray correlation theory to optimized the the index that influences price and use IPSO to optimize the definition of original weights and threshold value. We take the real estate market in Changsha as an example. the result shows that the speed of convergence and prediction precision of this method is superior to traditional BP neural network and IPSO-BPNN. This optimizing algorithm overcomes the drawbacks of neural network and particle swarm optimizing method, and improves the speed of convergence and the ability of searching optimum value globally.
引用
收藏
页码:150 / 156
页数:7
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