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Dinamičko uparivanje ocjene sklonosti×Uparivanje prema ocjeni sklonosti×
PodručjeUzročno zaključivanjeIstraživačka statistika
ObiteljRegression modelProcess / pipeline
Godina nastanka1986-20101983
TvoracRobins (1986) on sequential treatments; Lechner & Miquel (2010) on dynamic matchingPaul Rosenbaum and Donald Rubin
VrstaSequential causal matchingMethod
Temeljni izvorLechner, M., & Miquel, R. (2010). Identification of the effects of dynamic treatments by sequential conditional independence assumptions. Empirical Economics, 39(1), 111-137. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
Drugi nazividynamic PSM, sequential propensity score matching, longitudinal propensity matching, DPSMPSM, propensity score weighting, covariate balance
Srodne63
SažetakDynamic Propensity Score Matching (DPSM) extends classic propensity score matching to settings where treatment is assigned repeatedly over time and earlier treatment choices influence later ones. It estimates the causal effect of entire treatment sequences or regime changes by constructing matched comparisons at each decision point using the full history of covariates and prior treatments.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateUsporedite metode: Dynamic Propensity Score Matching · Propensity Score Matching. Preuzeto 2026-06-18 s https://scholargate.app/hr/compare