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Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
Language: en
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Authors: Keisuke Hirano
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Type: BOOK - Published: 2013 - Publisher:

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We are interested in estimating the average effect of a binary treatment on a scalar outcome. If assignment to the treatment is unconfounded, that is, independe
What is the Value of Knowing the Propensity Score for Estimating Average Treatment Effects?
Language: en
Pages: 28
Authors: Markus Frölich
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Efficient Propensity Score Regression Estimators of Multivalued Treatment Effects for the Treated
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Matching is a widely used program evaluation estimation method when treatment is assigned at random conditional on observable characteristics. When a multivalue
Microeconometrics
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Specially selected from The New Palgrave Dictionary of Economics 2nd edition, each article within this compendium covers the fundamental themes within the disci
Estimating Average Treatment Effects With Propensity Scores Estimated With Four Machine Learning Procedures
Language: en
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Authors: Kip Brown
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Background: The increased availability of claims data allows one to build high dimensional datasets, rich in covariates, for accurately estimating treatment eff