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First, we repeatedly fitted 2-covariate models to forecast each state and obtained the top 5 most frequent bellwether states for each state.
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The initial values of theta were chosen by generalized cross validation – an automated model fitting procedure where the optimal value of theta is determined by repeatedly fitting the model on random subsets of the data and then testing how well the model predicts the data that was not used to create the model [ 20].
Another mistake was repeatedly fitting otherwise appropriate gamma distributions to times to event regardless of whether they were stationary or not, particularly onset-isolation intervals whose progressive reduction evidently contributed to SARS control.
The basis of the method is to undertake a hypothesis test and if justified, repeatedly fit inverted Type I asymptotic threshold exceedance models at discrete frequencies, for which the models are not locked to a block size (as in classical extreme-value models).
Then we repeatedly fit the parameters to the dataset, except for p43 which is fixed with a different value for each run of the fitting.
This was done by repeatedly fitting the model to the 5 individual data sets with different inputs, respectively, with fixed values of p35.
Then we repeatedly fit the parameters to the dataset, except for p21 which is fixed with different values in the range [0.7, 1.5].
The parameter space is explored for each parameter by repeatedly fitting the model to a given data set, which then provides a likelihood-based confidence region for each parameter.
Marshall and Spiegelhalter [ 67] proposed the "full-data mixed approach" (ghost sampling) generating full 'ghost' sets of random effects for each unit without repeatedly fitting the model with one particular observation removed (for more details also compare [ 68] or [ 69]).
Fishes have been in existence for more than 450 million years, during which time they have evolved repeatedly to fit into almost every conceivable type of aquatic habitat.
He's a man who has changed himself repeatedly to fit his circumstances and he's doing so again in the Oval Office.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com