Factor-Adjusted Network Estimation and Forecasting for High-Dimensional Time Series


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Documentation for package ‘fnets’ version 0.1.2

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common.predict Forecasting the factor-driven common component
factor.number Factor number selection methods
fnets Factor-adjusted network estimation
fnets.factor.model Factor model estimation
fnets.var 'l1'-regularised Yule-Walker estimation for VAR processes
idio.predict Forecasting idiosyncratic VAR process
par.lrpc Parametric estimation of long-run partial correlations of factor-adjusted VAR processes
plot.fnets Plotting the networks estimated by fnets
predict.fm Forecasting for factor models
predict.fnets Forecasting by fnets
sim.restricted Simulate data from a restricted factor model
sim.unrestricted Simulate data from an unrestricted factor model
sim.var Simulate a VAR(1) process
threshold Edge selection for VAR parameter, inverse innovation covariance, and long-run partial correlation matrices