Catalog of Functionality > IMSL Statistics Toolkit > Time Series and Forecasting
  

Time Series and Forecasting
ARMA
Computes least-squares or method-of-moments estimates of parameters and optionally computes forecasts and their associated probability limits.
AUTOCORRELATION
Sample autocorrelation function.
AUTO_UNI_AR
Automatic selection and fitting of a univariate autoregressive time series model.
AUTO_ARIMA
Automatically identifies time series outliers, determines parameters of a multiplicative seasonal ARIMA model, and produces forecasts that incorporate the effects of outliers whose effects persist beyond the end of the series.
BOXCOXTRANS
Perform a Box-Cox transformation.
CROSSCORRELATION
Computes the sample cross-correlation function of two stationary time series.
DIFFERENCE
Performs differencing on a time series.
ESTIMATE_MISSING
Estimates missing values in a time series.
GARCH
Compute estimates of the parameters of a GARCH(p,q) model.
KALMAN
Performs Kalman filtering and evaluates the likelihood function for the state-space model.
LACK_OF_FIT
Lack-of-fit test based on the correlation function.
MAX_ARMA
Exact maximum likelihood estimation of the parameters in a univariate ARMA (autoregressive, moving average) time series model.
MULTI_CROSS
Computes the multichannel cross-correlation function of two mutually stationary multichannel time series.
PARTIAL_AC
Sample partial autocorrelation function.
SEASONAL_FIT
Estimates the optimum seasonality parameters for a time series using an autoregressive model, AR(p), to represent the time series.
TS_OUTLIER_FORECAST
Computes forecasts, their associated probability limits and y weights for an outlier contaminated time series whose underlying outlier free series follows a general seasonal or nonseasonal ARMA model.
TS_OUTLIER_IDENTIFICATION
Detects and determines outliers and simultaneously estimates the model parameters in a time series whose underlying outlier free series follows a general seasonal or nonseasonal ARMA model.

Version 2017.0
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