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Editorial Process - Peer Reviewed

A Literature Review on Using Machine Learning Algorithm to Predict House Prices

    Authors

    • Tanmoy Dhar 1
    • Manikandan P 2

    1 Department of Data Sciences, Jain (Deemed-to-be-University), Bengaluru, India

    2 Professor, Department of Computer Science and Engineering, Jain (Deemed-to-be-University), Bengaluru, India

,

Document Type : Review Article

10.47392/irjash.2023.S017
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Abstract

In this study, we use a variety of machine-learning methods to forecast the sale prices of residences. The size, location, building type, age, number of bedrooms, garages, and other characteristics of the property all affect how much it is worth when it is sold. Machine-learning algorithms are employed to develop the prediction model for houses in this article. Using machine learning methods, such as call trees, supply regression, support vector regression, and the Lasso Regression methodology, a prognostic model is developed in this case. Also, we have contrasted supported parameters for these algorithms such as MAE, MSE, RMSE, and accuracy. In this research, machine learning algorithms are used as a hunting tool to create models for predicting housing value.

Keywords

  • House price Prediction
  • Machine Learning
  • Linear Regression
  • Grid Search CV
  • Lasso Regression
  • Decision Tree
  • Pickle File
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International Research Journal on Advanced Science Hub
Volume 5, Issue 05S - Issue Serial Number 5
May 2023
Page 132-137
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  • PDF 2.05 M
History
  • Receive Date: 27 February 2023
  • Revise Date: 07 March 2023
  • Accept Date: 11 March 2023
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  • Article View: 450
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APA

Dhar, T. and P, M. (2023). A Literature Review on Using Machine Learning Algorithm to Predict House Prices. International Research Journal on Advanced Science Hub, 5(Issue 05S), 132-137. doi: 10.47392/irjash.2023.S017

MLA

Dhar, T. , and P, M. . "A Literature Review on Using Machine Learning Algorithm to Predict House Prices", International Research Journal on Advanced Science Hub, 5, Issue 05S, 2023, 132-137. doi: 10.47392/irjash.2023.S017

HARVARD

Dhar, T., P, M. (2023). 'A Literature Review on Using Machine Learning Algorithm to Predict House Prices', International Research Journal on Advanced Science Hub, 5(Issue 05S), pp. 132-137. doi: 10.47392/irjash.2023.S017

CHICAGO

T. Dhar and M. P, "A Literature Review on Using Machine Learning Algorithm to Predict House Prices," International Research Journal on Advanced Science Hub, 5 Issue 05S (2023): 132-137, doi: 10.47392/irjash.2023.S017

VANCOUVER

Dhar, T., P, M. A Literature Review on Using Machine Learning Algorithm to Predict House Prices. International Research Journal on Advanced Science Hub, 2023; 5(Issue 05S): 132-137. doi: 10.47392/irjash.2023.S017

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