Frequency domain analysis for multivariate time series


[Up] [Top]

Documentation for package ‘freqdom’ version 1.0

Help Pages

cov.structure Estimate the covariance structure within a given window k \in [-q,q]
dpca.inverse Retrieve a process from given scores
dpca.scores Compute scores of dynamic principal components
dprcomp Compute DPCA filter coefficients
filter.process Generate a linear process from
fourier.transform Compute fourier transform of given series of operators
freqdom Create a frequency domain operator
freqdom.eigen Eigendevompose a frequency domain operator at each frequency
freqdom.inverse Compute an inverse of a given Frequency Domain Operator
freqdom.kronecker Compute a kronecker product of two spectral densities
freqdom.product Compute a product of two spectral densities
freqdom.ratio Compute a ratio of two spectral densities
freqdom.transpose Transpose pointwise timedom or freqdom object
invfourier Inverse Fourier transform for operators
is.freqdom Check if a given object is a frequency domain matrix
is.timedom Check if a given object is a time domain object
lagged.cov Compute cross covariance with a given lag
lagreg.est Estimate the optimal dimension in linear regression problem
linproc Generate a linear process from
MSE Compute a mean square error between X and Y
norm.spec Compute a spectral norm of given matrix P
plot.freqdom Plot a frequency domain operator
pseudoinverse Invert first K eigendirections of the matrix.
rar Simulate a multivariate autoregressive time series
rbb Generate brownian bridges
rbm Generate brownian motions
reg.dim.est Estimate the optimal dimension in linear regression problem
reg.est Estimate the optimal dimension in linear regression problem
reglag.significance Test significance of coefficients in linear model estimator
rma Moving average
speclagreg Estimate regresson operators in a lagged linear model
spectral.density Compute the cross spectral density of processes X and Y
timedom Creates a time domain operator
timedom.norms Compute operator norms of elements of a filter