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Metrics for evaluating the performance of machine learning based automated valuation models

Authors :
Norbert Pfeifer
Robert J. Hill
Miriam Steurer
Source :
Journal of Property Research. 38:99-129
Publication Year :
2021
Publisher :
Informa UK Limited, 2021.

Abstract

Automated Valuation Models (AVMs) based on Machine Learning (ML) algorithms are widely used for predicting house prices. While there is consensus in the literature that cross-validation (CV) should...

Details

ISSN :
14664453 and 09599916
Volume :
38
Database :
OpenAIRE
Journal :
Journal of Property Research
Accession number :
edsair.doi...........84e532328f40f0ec13f6f03db4d9d257
Full Text :
https://doi.org/10.1080/09599916.2020.1858937