Machine learning with explainability or spatial hedonics tools? An analysis of the asking prices in the housing market in Alicante, Spain

作者:

Highlights:

• Data on home sales in periods of economic booms and recessions.

• Comparison of results with hedonic models and machine learning algorithms.

• Explainablity of Machine Learning models.

摘要

•Data on home sales in periods of economic booms and recessions.•Comparison of results with hedonic models and machine learning algorithms.•Explainablity of Machine Learning models.

论文关键词:Forecasting housing prices,Hedonic tools,Machine Learning,Models’ explainability

论文评审过程:Received 5 October 2020, Revised 29 November 2020, Accepted 7 January 2021, Available online 13 January 2021, Version of Record 31 January 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.114590