install.packages('tsapp')
BoxCox
determines the power of a Box-Cox transformation to stabilize the variance of a time seriesGrangercaus
determines three values of BIC from a twodimensional VAR processHAC
computes the central quantity (the meat) in the HAC covariance matrix estimator, also called
sandwich estimator. HAC is the abbreviation for "heteroskedasticity and autocorrelation consistent".lagwinba
Bartlett's Lag-window for indirect spectrum estimationLjungBoxPierceTest
determines the test statistic and p values for several lags for a residual seriesRS
rescaled adjusted range statisticinterpol
help function for misslsacfpacf
produces a plot of the acf and the pacf of a time seriesacfmat
computes a sequence of autocorrelation matrices for a multivariate time seriesdynspecest
performs a dynamic spectrum estimationperwinpa
Parzen's window for direct spectral estimationlagwinpa
Parzen's Lag-window for indirect spectrum estimationperwinda
Daniell window for direct spectral estimationinit_values
is an auxiliary function for rlassoHAC, for fitting linear models with
the method of least squares where only the variables in X with highest correlations
are considered; taken from package hdm.kweightsHAC
help function for HAClambdaCalculationLoad
is an auxiliary function for rlassoLoad; it calculates the penalty parameters
with predefined loadings.pestep
help function for missarldrec
does Levinson-Durbin recursion for determing all coefficients a(i,j)polymake
generates the coefficients of an AR process given the zeros of the
characteristic polynomial. The norm of the roots must be greater than one for stationary processes.missls
substitutes missing values in a time series using the LS approach with ARMA modelspsifair
is a psi-function for robust estimationpsihuber
is a psi-function for robust estimationmoveav
smoothes a time series by moving averagesrobsplinedecomp
decomposes a vector into trend, season and irregular component
by robustified spline approach; a time series attribute is lostsplinedecomp
decomposes a time series into trend, season and irregular component
by spline approach.bandfilt
does a bandpass filtering of a time seriessimpledecomp
decomposes a vector into trend, season and irregular component
by linear regression approachstatcheck
determines the means, standard deviations and acf's of segmets of a time series
and plots the acf's for the segments.taper
taper modification of a time seriestsmat
constructs a (n-p+1,p) matrix from a time series
where the first column is the shortened series y[p],...,y[n], the second is y[p-1],...,y[n-1], etc.pacfmat
sequence of partial autocorrelation matrices and related statistics for a multivariate time seriesoutidentify
performs one iteration of Wei's iterative procedure to identify impact, locations and type
of outliers in arma processesbispeces
performs indirect bivariate spectral estimation of two series y1, y2 using lagwindowsmovemed
smoothes a time series by moving mediansperiodogram
determines the periodogram of a time seriessmoothls
smoothes a time series by Whittaker graduation.
The function depends on the package Matrix.mfraccheck
computes the absolute empirical moments of the differenced series for various lags
and moment orders. E.g. for lag = 3 and moment order = 1 the average absolute value of
the differences with lag 3 will be computed. By default, the maximum lag is determined
so that the differenced series contains at lest 50 observations.missar
Substitution of missing values in a time series by
conditional exspectations of AR(p) modelsrlassoHAC
performs Lasso estimation under heteroscedastic and autocorrelated non-Gaussian disturbances.rlassoLoad
performs Lasso estimation under heteroscedastic and autocorrelated non-Gaussian disturbances
with predefined penalty loadings.subsets
determines all subsets of a set of n elements (labelled by 1,2,...,n ).symplot
produces a symmetry plotsmoothrb
smoothes a time series robustly by using Huber's psi-function.
The initialisation uses a moving median.armathspec
determines the theoretical spectrum of an arma processaspectratio
determines the aspect ratio to plot a time serieslagwintu
Tukey's Lag-window for indirect spectrum estimationlambdaCalculationHAC
is an auxiliary function for rlassoHAC; it calculates the penalty parameters.specest
direct spectral estimation of series y
using periodogram window winperiodotest
computes the p-value of the test for a hidden periodicityperwinba
Bartlett-Priestley window for direct spectral estimationspecplot
plot of spectral estimatewntest
graphical test for white noise for a time series or a series of regression residualsvartable
determines table of variate differences