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Regression modelQuasi-experimental / causal inference

Bayesiansk grovkornet eksakt matching

Bayesiansk grovkornet eksakt matching (Bayesian CEM) kombinerer rammeverket for grovkorning og eksakt matching fra Iacus, King og Porro med Bayesiansk posteriorinferens. Kovariater diskretiseres til grovere intervaller slik at behandlede og kontrollenheter kan matches eksakt innenfor disse intervallene, og Bayesianske priorer legges deretter på parameterne for behandlingseffekt for å produsere fulle posteriorfordelinger over den kausale estimanden snarere enn et enkelt punktestimat.

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Kilder

  1. Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI: 10.1093/pan/mpr013
  2. Hill, J. L. (2011). Bayesian Nonparametric Modeling for Causal Inference. Journal of Computational and Graphical Statistics, 20(1), 217-240. DOI: 10.1198/jcgs.2010.08162

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ScholarGate. (2026, June 3). Bayesian Coarsened Exact Matching Estimator. ScholarGate. https://scholargate.app/no/causal-inference/bayesian-coarsened-exact-matching

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ScholarGateBayesian Coarsened Exact Matching (Bayesian Coarsened Exact Matching Estimator). Hentet 2026-06-15 fra https://scholargate.app/no/causal-inference/bayesian-coarsened-exact-matching · Datasett: https://doi.org/10.5281/zenodo.20539026