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"Instead of running just a single forecast, our computers ran a number of forecasts – around 50 – using slightly different starting conditions.
We denote the mean of log-likelihood for a single forecast with MLL (= LL/n).
One-point forecasts are defined as a single forecast for a single hour data point from any of the hours in the test set.
It should be noted here that the all forecast results obtained are acceptable within a single forecast horizon which is the focus of this work.
Looking at a single forecast model gives no indication of how likely that forecast is to be correct.
Edward Epstein recognized in 1969 that the atmosphere could not be completely described with a single forecast run due to inherent uncertainty, and proposed a stochastic dynamic model that produced means and variances for the state of the atmosphere.
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He is not a singularitarian because "the singularity view seems to rely on a single forecasting method, and there are many other methods".
This makes predicting the data using a single forecasting method almost impossible.
A fruitful alternative to using a single forecasting technique is to combine the forecasts from several conceptually different models.
In particular, daily temperature forecasts collected from five daily initialization runs were averaged out to obtain a weekly forecast for each model grid point related to the three Italian macro-areas; afterwards, each temperature forecast of the model grid point was once again averaged in order to obtain a single temperature forecast value for each week (12 in total for each area).
Under the new plan, government and private meteorologists will consult several times a day if necessary, and will agree on a single weather forecast and make adjustments as conditions change.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com