Factor models#

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Factor models summarize many comoving series into a few latent factors and forecast from those, which suits the strong common movement in macro panels.

Pass any model string below as Arm(model=...). Extra names an optional dependency, Scaling flags whether predictors should be standardized, and Tunable counts the hyperparameters the search space exposes.

Model string

Description

Input

Extra

Scaling

Recommended preprocessing

Tunable

far

Factor-augmented autoregression.

supervised

none

no

default

2

favar

FAVAR::FAVAR-aligned Bayesian factor-augmented VAR sampler.

supervised

none

no

default

2

Reference#