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Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model
In order to improve the reliability of housing price prediction and analysis, this article combines the generalized linear regression model to build a real estate price prediction model and analyzes the basic knowledge of data mining. On the basis of this prior knowledge, this article investigates t...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9536958/ https://www.ncbi.nlm.nih.gov/pubmed/36211010 http://dx.doi.org/10.1155/2022/3590224 |
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author | Li, Xinshu |
author_facet | Li, Xinshu |
author_sort | Li, Xinshu |
collection | PubMed |
description | In order to improve the reliability of housing price prediction and analysis, this article combines the generalized linear regression model to build a real estate price prediction model and analyzes the basic knowledge of data mining. On the basis of this prior knowledge, this article investigates the cluster analysis algorithm and selects the generalized linear regression model as the research focus based on its definition and the characteristics of stock data. Moreover, this article analyzes the estimation methods of the generalized linear regression model and the nonparametric regression model, and then gives the estimation method of a partial linear model. In addition, this article verifies the validity of the model proposed in this article by means of simulation research. Through the simulation and comparison experiments, it can be seen that the housing price prediction system based on the generalized regression model proposed in this article has a high housing price prediction accuracy. |
format | Online Article Text |
id | pubmed-9536958 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-95369582022-10-07 Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model Li, Xinshu Comput Intell Neurosci Research Article In order to improve the reliability of housing price prediction and analysis, this article combines the generalized linear regression model to build a real estate price prediction model and analyzes the basic knowledge of data mining. On the basis of this prior knowledge, this article investigates the cluster analysis algorithm and selects the generalized linear regression model as the research focus based on its definition and the characteristics of stock data. Moreover, this article analyzes the estimation methods of the generalized linear regression model and the nonparametric regression model, and then gives the estimation method of a partial linear model. In addition, this article verifies the validity of the model proposed in this article by means of simulation research. Through the simulation and comparison experiments, it can be seen that the housing price prediction system based on the generalized regression model proposed in this article has a high housing price prediction accuracy. Hindawi 2022-09-29 /pmc/articles/PMC9536958/ /pubmed/36211010 http://dx.doi.org/10.1155/2022/3590224 Text en Copyright © 2022 Xinshu Li. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Xinshu Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title | Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title_full | Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title_fullStr | Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title_full_unstemmed | Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title_short | Prediction and Analysis of Housing Price Based on the Generalized Linear Regression Model |
title_sort | prediction and analysis of housing price based on the generalized linear regression model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9536958/ https://www.ncbi.nlm.nih.gov/pubmed/36211010 http://dx.doi.org/10.1155/2022/3590224 |
work_keys_str_mv | AT lixinshu predictionandanalysisofhousingpricebasedonthegeneralizedlinearregressionmodel |