Real estate evaluation model based on genetic algorithm optimized neural network

被引:1
|
作者
Sun Y. [1 ]
机构
[1] Department of Economic Management, Sichuan College of Architectural Technology
来源
Data Science Journal | 2019年 / 18卷 / 01期
关键词
Evaluation model; Genetic algorithm; Neural network; Real estate;
D O I
10.5334/dsj-2019-036
中图分类号
学科分类号
摘要
With the rapid development of society, the real estate economy, as an important part of Chinese economy, is showing a growing trend. But it is also the most likely to generate bubble economy, causing financial risks; it will trigger a series of social contradictions and cause social unrest in severe cases. Therefore, it is urgent to improve and optimize the real estate evaluation model. In this study, the real estate was evaluated based on the neural network model optimized by genetic algorithm. Through sorting out and summarizing the real estate data in a period of time, the corresponding model was established and the test data were obtained. The average relative error value of the genetic algorithm optimized neural network model was 3.552, which was smaller than that of the Back-Propagation (BP) neural network prediction model. The experimental conclusion that the new network model was better than the traditional model was obtained. This work opens up a new route of real estate evaluation. © 2019 The Author(s).
引用
收藏
相关论文
共 50 条
  • [21] A Genetic Algorithm Based Optimized Convolutional Neural Network for Face Recognition
    Karlupia, Namrata
    Mahajan, Palak
    Abrol, Pawanesh
    Lehana, Parveen K.
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2023, 33 (01) : 21 - 31
  • [22] Research on Hierarchical Genetic Algorithm Optimized Based on Fuzzy Neural Network
    Hao, Yuan
    Ren, Zhaohui
    Wang, Bingcheng
    APPLIED INFORMATICS AND COMMUNICATION, PT 2, 2011, 225 : 571 - +
  • [23] A Stock Decision Model Based on Optimized Neural Network Algorithm
    Zhang, Qiansheng
    Zhang, Jingru
    Chen, Zisheng
    Zhang, Miao
    Li, Songying
    FUZZY SYSTEMS AND DATA MINING V (FSDM 2019), 2019, 320 : 523 - 533
  • [24] A commercial real estate price evaluation model based on GT-BCPSO-BP neural network
    Liu Y.
    Int. J. Appl. Decis. Sci., 4 (335-346): : 335 - 346
  • [25] A Photometric Redshift Estimation Algorithm Based on the BP Neural Network Optimized by Genetic Algorithm
    Fan Xiao-dong
    Qiu Bo
    Liu Yuan-yuan
    Wei Shi-ya
    Duan Fu-qing
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38 (08) : 2374 - 2378
  • [26] Financial Security Evaluation in Power Production Industry Based on BP Neural Network Optimized by Genetic Algorithm
    Jiao, Lin
    Yao, Shuo
    Jiao, Di
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL CONTROL AND COMPUTATIONAL ENGINEERING, 2015, 124 : 63 - 67
  • [27] Evaluation of the growth of real estate financial system based on BP neural network
    Hu Nai-peng
    Tian Jin-xin
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 49 - +
  • [28] Evaluation of the growth of real estate financial system based on BP neural network
    School of Management, Harbin Institute of Technology, Harbin, 150001, China
    Lect. Notes Comput. Sci., PART 3 (49-56):
  • [29] A novel optimized neural network model for cost estimation using genetic algorithm
    Hasangholipour T.
    Khodayar F.
    Journal of Applied Sciences, 2010, 10 (06) : 512 - 516
  • [30] Research on Prediction Model of Improved BP Neural Network Optimized by Genetic Algorithm
    Qi, Anzhi
    PROCEEDINGS OF THE 2017 4TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTER (MACMC 2017), 2017, 150 : 764 - 767