Comparar métodos
Examine os métodos selecionados lado a lado; as linhas que diferem ficam destacadas.
| Balanceamento Entrópico para Dados em Painel× | Balanceamento por Entropia× | |
|---|---|---|
| Área | Inferência causal | Inferência causal |
| Família | Regression model | Regression model |
| Ano de origem≠ | 2012 (cross-section); panel adaptation mid-2010s onward | 2012 |
| Autor original≠ | Hainmueller (2012); extended to panel settings by subsequent applied econometric work | Jens Hainmueller |
| Tipo≠ | Covariate balancing / reweighting estimator | Covariate-balancing reweighting |
| Fonte seminal | Hainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. DOI ↗ | Hainmueller, J. (2012). Entropy balancing for causal effects: A multivariate reweighting method to produce balanced samples in observational studies. Political Analysis, 20(1), 25-46. DOI ↗ |
| Outros nomes | EB-panel, panel entropy balancing, entropy reweighting in panel data, panel-EB | EB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing |
| Relacionados≠ | 5 | 6 |
| Resumo≠ | Panel data entropy balancing extends Hainmueller's (2012) entropy balancing method to longitudinal settings. It computes unit-level weights for control observations so that their covariate moments exactly match those of the treatment group across panel periods, then plugs these weights into a weighted panel regression to estimate causal treatment effects without requiring a correctly specified propensity score model. | Entropy balancing is a preprocessing method for causal inference that assigns weights to control-group units so that the reweighted control sample matches the treatment group exactly on a chosen set of covariate moments (means, variances, skewness). Introduced by Hainmueller (2012), it replaces trial-and-error propensity-score trimming with a constrained maximum-entropy optimisation that achieves balance in a single step. |
| ScholarGateConjunto de dados ↗ |
|
|