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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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Detalles Bibliográficos
Autor principal: Li, Xinshu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
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.
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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
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