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...
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Formato: | Periódico |
Idioma: | English |
Publicado em: |
Washington, D.C. :
International Monetary Fund,
2020.
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coleção: | IMF Working Papers; Working Paper ;
No. 2020/044 |
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Acesso em linha: | Full text available on IMF |