Mapping real valued parameters to stationary region
Function artransform
transforms p real valued parameters to
stationary region of pth order autoregressive process using
parametrization suggested by Jones (1980). Fortran code is a converted from
stats
package's C-function partrans
.
artransform(param)
param |
Real valued parameters for the transformation. |
transformed The parameters satisfying the stationary constrains.
This should in theory always work, but in practice the initial transformation
by tanh
can produce values numerically identical to 1, leading to AR coefficients
which do not satisfy the stationarity constraints. See example in logLik.SSModel
on how
to scope with those issues.
Jones, R. H (1980). Maximum likelihood fitting of ARMA models to time series with missing observations, Technometrics Vol 22. p. 389–395.
artransform(1:3)
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