RETRACTED: Modeling and Simulation of Real Estate Valuation Based on Genetic Neural Network Model (Retracted Article)

被引:1
作者
Shen, Shuli [1 ]
机构
[1] Zhejiang Gongshang Univ, Sch Publ Adm, Hangzhou 310018, Peoples R China
关键词
ALGORITHM; OPTIMIZATION; PREDICTION;
D O I
10.1155/2022/1078057
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
China's real estate market is developing rapidly, but the house price is abnormal. The nonlinear relationship between housing characteristics and real estate value is difficult to calculate, resulting in the difficulty of house price prediction. Based on this, the relationship model between characteristic variables and house prices is constructed by using the machine learning method. At the same time, genetic algorithm is used to screen the specific values. The experimental results show that the optimized model converges in 56 iterations; in the application test, the research model found that in 90% of the test samples, the error between the predicted value and the actual measured value shall not exceed 10%. Experiments show that the genetic algorithm is effective in optimizing the BP house price valuation model and improves the calculation efficiency and valuation accuracy of the valuation model.
引用
收藏
页数:9
相关论文
共 20 条
[1]   GENDER DIFFERENCES IN NEGOTIATION: EVIDENCE FROM REAL ESTATE TRANSACTIONS [J].
Andersen, Steffen ;
Marx, Julie ;
Nielsen, Kasper Meisner ;
Vesterlund, Lise .
ECONOMIC JOURNAL, 2021, 131 (638) :2304-2332
[2]   Multi-objective optimization of injection-molded plastic parts using entropy weight, random forest, and genetic algorithm methods [J].
Cao, Yanli ;
Fan, Xiying ;
Guo, Yonghuan ;
Li, Sai ;
Huang, Haiyue .
JOURNAL OF POLYMER ENGINEERING, 2020, 40 (04) :360-371
[3]   The Rate of Return on Real Estate: Long-Run Micro-Level Evidence [J].
Chambers, David ;
Spaenjers, Christophe ;
Steiner, Eva .
REVIEW OF FINANCIAL STUDIES, 2021, 34 (08) :3572-3607
[4]   Porosity Prediction from Well Logs Using Back Propagation Neural Network Optimized by Genetic Algorithm in One Heterogeneous Oil Reservoirs of Ordos Basin, China [J].
Chen, Lin ;
Lin, Weibing ;
Chen, Ping ;
Jiang, Shu ;
Liu, Lu ;
Hu, Haiyan .
JOURNAL OF EARTH SCIENCE, 2021, 32 (04) :828-838
[5]   Quality of urban area, distance from city centre, and housing value. Case study on real estate values in Turin [J].
D'Acci, Luca .
CITIES, 2019, 91 :71-92
[6]   Assessment of the Sustainability of a Real Estate Project Using Multi-Criteria Decision Making [J].
Dobrovolskiene, Nomeda ;
Pozniak, Anastasija ;
Tvaronaviciene, Manuela .
SUSTAINABILITY, 2021, 13 (08)
[7]   A Radial Basis Function-Generated Finite Difference Method to Evaluate Real Estate Index Options [J].
He, Xubiao ;
Gong, Pu .
COMPUTATIONAL ECONOMICS, 2020, 55 (03) :999-1019
[8]   Evaluation of performance of stock and real estate investment trust markets in Japan [J].
Hodoshima, Jiro .
EMPIRICAL ECONOMICS, 2021, 61 (01) :101-120
[9]   Modeling shear strength of medium- to ultra-high-strength concrete beams with stirrups using SVR and genetic algorithm [J].
Jiang, Chun-Song ;
Liang, Gui-Qin .
SOFT COMPUTING, 2021, 25 (16) :10661-10675
[10]   How do Personal Real Estate Transactions Affect Productivity and Risk Taking? Evidence from Professional Asset Managers [J].
Ling, David C. ;
Lu, Yan ;
Ray, Sugata .
REAL ESTATE ECONOMICS, 2021, 49 :7-40