ScholarGate
Asistent

Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Ponderarea prin scorul de propensitate pentru evaluarea politicilor×Ponderarea prin probabilitatea inversă a tratamentului (IPW / IPTW)×
DomeniuInferență cauzalăInferență cauzală
FamilieRegression modelRegression model
Anul apariției1983/20032000
Autorul originalRosenbaum & Rubin (1983); extended to policy evaluation by Hirano, Imbens & Ridder (2003)Robins, Hernán & Brumback
TipQuasi-experimental causal inferenceCausal inference weighting estimator
Sursa seminalăHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Denumiri alternativePSW policy evaluation, inverse probability weighting for policy, IPW policy evaluation, policy PSWIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Înrudite65
RezumatPolicy evaluation propensity score weighting applies inverse-probability weighting to observational data to estimate the causal effect of a policy program. By reweighting participants and non-participants so they resemble a target population, it removes selection bias from voluntary or administratively allocated program assignment without requiring randomization.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
ScholarGateSet de date
  1. v1
  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

Mergi la căutare Descarcă prezentarea

ScholarGateCompară metode: Policy Evaluation Propensity Score Weighting · Inverse Probability Weighting. Preluat la 2026-06-19 de pe https://scholargate.app/ro/compare