Time Series for Data Science
Calculate psi weights for an ARMA model
Function to Calculate the Rolling Window RMSE
Function to Calculate the Rolling Window RMSE
Smoothed Periodogram using Parzen Window
Simple Linear Regression
AR Model Identification for AR models
AR Model Identification using Burg Estimates
ARMA Model Identification
Return top 5 AIC, AICC, or BIC picks for AR model fits
Return top 5 AIC, AICC, or BIC picks
Perform Ar transformations
Calculate backcast residuals
Perform Butterworth Filter
Cochrane-Orcutt test for trend
Estimate parameters of an AR(p) model
Function to calculate ML estimates of parameters of stationary ARMA mo...
Estimate the parameters of a FARMA model.
Estimate the parameters of a GARMA model.
Estimate the value of lambda and offset to produce a stationary dual.
Exponential Smoothing
Create a factor table and AR components for an AR realization
Produce factor table for a kth order AR or MA model
Function for forecasting from known model which may have (1-B)^d and/o...
Forecast from known model
Function for forecasting from known model which may have (1-B)^d, seas...
Forecast using a FARMA model
Forecast using a GARMA model
Forecast using a G(lambda) model
Forecasting signal plus noise models
Calculates Gegenbauer polynomials
Generate a realization from an ARCH(q0) model
Function to generate an ARIMA (or ARMA) realization
Function to generate an ARMA realization
Function to generate an ARUMA (or ARMA or ARIMA) realization
Generate a realization from a GARCH(p0,q0) model
Function to generate a GARMA realization
Function to generate a Gegenbauer realization
Function to generate a g(lambda) realization
Generate data from a signal-plus-noise model
Function to calculate the Hilbert transformation of a given real value...
Instantaneous spectrum
Sample instantaneous spectrum based on periodogram
Kalman filter for simple signal plus noise model with missing data
Kalman filter for simple signal plus noise model
Ljung-Box Test
Predictive or rolling moving average
Centered Moving Average Smoother
Calculate coefficients of the general linear process form of a Gegenba...
Multiply Factors
Compute partial autocorrelations
Smoothed Periodogram using Parzen Window
Calculate the periodogram
Calculate pi weights for an ARMA model
Plots Discrete Wavelet Transform (DWT)
Plots MRA plot)
Calculate and plot the periodogram and Parzen window estimates with di...
Plot Data, Sample Autocorrelations, Periodogram, and Parzen Spectral E...
Plot of generated data, true autocorrelations and true spectral densit...
Plot a time series realization
Transforms TVF data set to a dual data set
Transforms dual data set back to original time scale
True ARMA autocorrelations
True ARMA Spectral Density
True FARMA autocorrelations
True GARMA autocorrelations
Time Series package for Woodward, Gray, and Elliott text
Plot the roots of the characteristic equation on the complex plain.
Woodward-Bottone-Gray test for trend
Function to calculate Wigner Ville spectrum
Accompanies the texts Time Series for Data Science with R by Woodward, Sadler and Robertson & Applied Time Series Analysis with R, 2nd edition by Woodward, Gray, and Elliott. It is helpful for data analysis and for time series instruction.