The More the Merrier? : A Machine Learning Algorithm for Optimal Pooling of Panel Data /

We leverage insights from machine learning to optimize the tradeoff between bias and variance when estimating economic models using pooled datasets. Specifically, we develop a simple algorithm that estimates the similarity of economic structures across countries and selects the optimal pool of count...

ver descrição completa

Detalhes bibliográficos
Autor principal: Bolhuis, Marijn
Outros Autores: Rayner, Brett
Formato: Periódico
Idioma:English
Publicado em: Washington, D.C. : International Monetary Fund, 2020.
coleção:IMF Working Papers; Working Paper ; No. 2020/044
Assuntos:
Acesso em linha:Full text available on IMF