Author: Spencer Woody; Mauricio Garcia Tec; Maytal Dahan; Kelly Gaither; Spencer Fox; Lauren Ancel Meyers; James G Scott
Title: Projections for first-wave COVID-19 deaths across the US using social-distancing measures derived from mobile phones Document date: 2020_4_22
ID: 87lxnslh_26
Snippet: The IHME model-fitting process. We note that the IHME model parameterizes its Gaussian curves in a slightly different way, but the underlying family is identical to Equation (1), in the sense that there is a bijection between our parameterization and theirs. Briefly, the IHME model assumes that the cumulative death rate is proportional to Gaussian CDF, and they fit the three model parameters by optimizing a penalized least-squares objective on th.....
Document: The IHME model-fitting process. We note that the IHME model parameterizes its Gaussian curves in a slightly different way, but the underlying family is identical to Equation (1), in the sense that there is a bijection between our parameterization and theirs. Briefly, the IHME model assumes that the cumulative death rate is proportional to Gaussian CDF, and they fit the three model parameters by optimizing a penalized least-squares objective on the log-cumulativedeaths scale, interpreting the result as a Bayesian maximum a posteriori (MAP) estimate under an assumed prior. More specifically, let N i be the population in state i and define r it = N −1 i ∑ s
Search related documents:
Co phrase search for related documents- Bayesian maximum and model fit: 1, 2, 3, 4
- Bayesian maximum and model parameter: 1, 2
- cumulative death rate and death rate: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19
- cumulative death rate and IHME model: 1, 2
- cumulative death rate and model fit: 1
- death rate and gaussian curve: 1, 2
- death rate and IHME model: 1, 2, 3, 4, 5, 6, 7
- death rate and model fit: 1, 2, 3, 4, 5, 6, 7, 8, 9
- death rate and model parameter: 1, 2, 3, 4, 5, 6, 7
- death rate and prior assume: 1
- death rate and square objective: 1, 2
- death rate and state population: 1, 2, 3, 4, 5, 6, 7, 8, 9
- gaussian curve and IHME model: 1, 2
- gaussian curve and model fit: 1, 2
- IHME model and model fit: 1
- IHME model and prior assume: 1
Co phrase search for related documents, hyperlinks ordered by date