COVID-19: Optimal Design of Serosurveys for Disease Burden Estimation

12/22/2020
by   Siva Athreya, et al.
0

We provide a methodology by which an epidemiologist may arrive at an optimal design for a survey whose goal is to estimate the disease burden in a population. For serosurveys with a given budget of C rupees, a specified set of tests with costs, sensitivities, and specificities, we show the existence of optimal designs in four different contexts, including the well known c-optimal design. Usefulness of the results are illustrated via numerical examples. Our results are applicable to a wide range of epidemiological surveys under the assumptions that the estimate's Fisher-information matrix satisfies a uniform positive definite criterion.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/08/2018

Efficient Computational Algorithm for Optimal Continuous Experimental Designs

A simple yet efficient computational algorithm for computing the continu...
research
02/28/2019

Perturbation bounds for the matrix equation X + A^* X^-1 A = Q

Consider the matrix equation X+ A^*X^-1A=Q, where Q is an n × n Hermitia...
research
03/09/2022

A-Optimal Split Questionnaire Designs for Multivariate Continuous Variables

A split questionnaire design (SQD), an alternative to full questionnaire...
research
06/29/2020

Estimation of Covid-19 Prevalence from Serology Tests: A Partial Identification Approach

We propose a partial identification method for estimating disease preval...
research
04/01/2021

Schrödinger encounters Fisher and Rao: a survey

In this short note we review the dynamical Schrödinger problem on the no...
research
03/09/2023

Bayesian estimation methods for survey data with applications for health disparities research

Understanding how and why certain communities bear a disproportionate bu...
research
11/15/2021

Where to Drill Next? A Dual-Weighted Approach to Adaptive Optimal Design of Groundwater Surveys

We present a novel approach to adaptive optimal design of groundwater su...

Please sign up or login with your details

Forgot password? Click here to reset