Presample Data for Conditional Mean Model Simulation
When simulating realizations from ARIMA processes, you need presample responses and
presample innovations to initialize the conditional mean model. The number of presample
responses you need to initialize a simulation are stored in the arima
model property P
. The number of presample innovations you need to
initialize a simulation are stored in the property Q
. You can specify
your own presample data or let simulate
generate presample
data.
If you let simulate
generate default presample data, then:
For stationary processes,
simulate
sets presample responses to the unconditional mean of the process.For nonstationary processes,
simulate
sets presample responses to 0.Presample innovations are set to 0.
If you specify a matrix of exogenous covariates, then
simulate
sets the presample responses to 0.
See Also
Related Examples
- Simulate Stationary Processes
- Simulate Trend-Stationary and Difference-Stationary Processes
- Simulate Multiplicative ARIMA Models
- Simulate Conditional Mean and Variance Models