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Metrics for evaluating the performance of machine learning based automated valuation models
- 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...
- Subjects :
- 050208 finance
Computer science
business.industry
Model selection
05 social sciences
Geography, Planning and Development
0211 other engineering and technologies
TheoryofComputation_GENERAL
021107 urban & regional planning
02 engineering and technology
Machine learning
computer.software_genre
Urban Studies
Valuation (logic)
0502 economics and business
Artificial intelligence
business
computer
Subjects
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