Bayesian nonparametrics for stochastic epidemic models

DOI10.1214/17-STS617zbMath1407.62403arXiv1706.02940MaRDI QIDQ667677

Theodore Kypraios, Philip D. O'Neill

Publication date: 1 March 2019

Published in: Statistical Science (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1706.02940

zbMATH Keywords

Gaussian processBayesian nonparametricsepidemic model

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Gaussian processes (60G15) Applications of statistics to biology and medical sciences; meta analysis (62P10) Medical epidemiology (92C60)

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Cites Work

• Stochastic epidemic models and their statistical analysis
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• Extracting the time-dependent transmission rate from infection data via solution of an inverse ODE problem
• ANALYSIS OF VARIATIONS IN AN INFECTION RATE
• Estimating the Basic Reproductive Number in the General Epidemic Model with an Unknown Initial Number of Susceptible Individuals
• Statistical Inference in a Stochastic Epidemic SEIR Model with Control Intervention: Ebola as a Case Study
• Estimating time-dependent transmission rate of avian influenza via stable numerical algorithm
• Nonparametric Estimation of Multiplicative Counting Process Intensity Functions with an Application to the Beijing SARS Epidemic
• Statistical models based on counting processes
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