Average House Price Prediction in the U.S.

Qijun Ma

Abstract


This would be a research focusing on the growth of house price as a trend in long terms and most importantly look at the model of which the house price would grow in, whether its linear model, exponential model, or any other possible models. The prediction would be done using the methods of regression through machine learning and the algorithm of gradient descent.


Keywords


Machine Learning; House Price Prediction; Linear Regression; Polynomial Regression

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References


What does Prediction mean in Machine Learning? Available from:https:// www.datarobot.com/wiki/prediction/#:~:text=Machine%20learning%20model%20predictions%20allow,possible%20fraudulent%20activity%2C%20an d%20more.

AndrewMartin, Bin, Cat N, K Nielsen, Maggie, Wendy Kan,(2017) Zillow Prize: Zillow’s Home Value Prediction (Zestimate), Kaggle.

Zillow Home Value and Sales Forecast: July 2022, available from: https:// www.zillow.com/research/home-value-sales-forecast-july-2022-31240/.

ALFRED Graph, available from: https://alfred.stlouisfed.org/graph/?g= SNMG.




DOI: https://doi.org/10.18686/esta.v9i4.257

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