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Macro by Mark

Global Economic Data, Empirical Models, and Macro Theory
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Public data from government agencies and multilateral statistical releases, anchored in official sources

© 2026 Mark Jayson Nation

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Empirical · Machine learning / AI forecasting · Subgroup

Neural network models

Feed-forward and recurrent neural networks for forecasting -- flexible non-linear function approximators that scale to wide predictor sets when there is enough data.

Live/Empirical lab supportMachine learning / AI forecastingMachine learning / AI forecastingEmpirical familyModels help

What this subgroup is for

When to reach for neural network models

Reach for neural network models when you have a long enough sample and enough predictors that a flexible non-linear function approximator earns its complexity budget.

Live/Empirical lab support

Reference coverage

Coverage for this subgroup

No empirical model reference pages are wired up under this subgroup yet.

Models currently covered

Neural network models models

No standalone model pages live under this subgroup yet. The subgroup is listed so the taxonomy is upfront about the gap rather than hiding it.

No model pages are wired up under this subgroup yet. Browse the related subgroups below for adjacent coverage, or open the parent cluster page to see the full empirical inventory.

Related subgroups

Nearby empirical subgroups

These subgroups sit next to neural network models inside the empirical family and are worth reading next.

Kernel and margin methodsTree-based models

Back to the cluster

Browse the full machine learning / ai forecasting catalog

The cluster page lists every model in this empirical class, including the ones that do not yet have a fifth-layer subgroup.

Open cluster reference