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Nowcasting US GDP Using Tree-Based Ensemble Models and Dynamic Factors

In this study, we nowcast quarter-over-quarter US GDP growth rates between 2000Q2 and 2018Q4 using tree-based ensemble machine learning models, namely, bagged decision trees, random forests, and stochastic gradient tree boosting. To solve the ragged edge problem and reduce the dimension of the data...

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Detalles Bibliográficos
Autores principales: Soybilgen, Barış, Yazgan, Ege
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789904/
https://www.ncbi.nlm.nih.gov/pubmed/33437130
http://dx.doi.org/10.1007/s10614-020-10083-5

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