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Local Balance Calibration for Nonparametric Propensity Score Estimation

stat.ME · 2024-04-07 · unverdicted · novelty 6.0

Local Balance with Calibration using neural networks creates propensity score weights that enforce local covariate balance and calibration, yielding more stable weights and lower bias in average treatment effect estimates than prior nonparametric approaches.

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  • Local Balance Calibration for Nonparametric Propensity Score Estimation stat.ME · 2024-04-07 · unverdicted · none · ref 40

    Local Balance with Calibration using neural networks creates propensity score weights that enforce local covariate balance and calibration, yielding more stable weights and lower bias in average treatment effect estimates than prior nonparametric approaches.