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The connection between the sufficient forecasting and the deep learning architecture is explicitly stated.
The sufficient forecasting correctly estimates projection indices of the underlying factors even in the presence of a nonparametric forecasting function.
We finally demonstrate that the sufficient forecasting improves upon the linear forecasting in both simulation studies and an empirical study of forecasting macroeconomic variables.
Using the extracted factors, we develop a novel forecasting method called the sufficient forecasting, which provides a set of sufficient predictive indices, inferred from high-dimensional predictors, to deliver additional predictive power.
Similar(56)
This meant that relatively weak evidence of failure would be sufficient to forecast a failure.
If integrated CaCx and HIV services are to be scaled up nationwide, the CECAP program in Tanzania must ensure that facilities are accurately forecasting demand and ordering sufficient HIV test kits to assure supplies at facilities.
However, knowledge of the responses of animals to multiple natural and anthropogenic stressors is at the present time not sufficient for investigators to forecast the combined effects of these two stressors.
"With UHNS currently forecasting a £30m deficit this year and already looking at possible job losses, we need to be assured that the resources will be sufficient to meet demand".
Forecasting the extinction risk of sharks and rays can guide future management actions and policy decisions especially for those species without sufficient data to allow more formal assessments of their status.
However, this leads to a requirement that future collisions are forecast to a sufficient accuracy.
Applying prognostics in the engineering field is not easy because system's EoL must be forecasted accurately in sufficient time in advance to allow the controller to react and prevent system failure.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com