Unbiased gradient estimators are derived for sensitivity of infections to vaccination proportion v and contact rate β in stochastic epidemic models with parameter uncertainty, revealing lower sensitivity and more conservative optimal policies than deterministic approximations.
SIAM Journal on Optimization , volume =
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Sensitivity Analysis and Optimization of Stochastic Epidemic Models under Parameter Uncertainty
Unbiased gradient estimators are derived for sensitivity of infections to vaccination proportion v and contact rate β in stochastic epidemic models with parameter uncertainty, revealing lower sensitivity and more conservative optimal policies than deterministic approximations.