Parameter-Order Subcommands (ARIMA command)
P
, D
, Q
, SP
, SD
, and SQ
can be
used as additions or alternatives to the MODEL
subcommand to specify particular lags in the model
and degrees of differencing for fitting single or nonsequential parameters.
These subcommands are also useful for specifying a constrained model.
The subcommands represent the following parameters:
P. Autoregressive order.
D. Order of differencing.
Q. Moving-average order.
SP. Seasonal autoregressive order.
SD. Order of seasonal differencing.
SQ. Seasonal moving-average order.
- The specification on
P
,Q
,SP
, orSQ
indicates which lags are to be fit and can be a single positive integer or a list of values in parentheses. - A single value n denotes lags 1 through n.
- A single value in parentheses, for example (n), indicates that only lag n should be fit.
- A list of values in parentheses (i, j, k) denotes lags i, j, and k only.
- You can specify as many values in parentheses as you want.
-
D
andSD
indicate the degrees of differencing and can be specified only as single values, not value lists. - Specifications on
P
,D
,Q
,SP
,SD
, andSQ
override specifications for the corresponding parameters on theMODEL
subcommand.
Example
ARIMA SALES
/P=2
/D=1.
ARIMA INCOME
/MODEL=LOG NOCONSTANT
/P=(2).
ARIMA VAR01
/MODEL=(1,1,4)(1,1,4)
/Q=(2,4)
/SQ=(2,4).
ARIMA VAR02
/MODEL=(1,1,0)(1,1,0)
/Q=(2,4)
/SQ=(2,4).
- The first command fits a model with autoregressive
parameters at lags 1 and 2 (
P=2
) and one degree of differencing (D=1
) for the series SALES. This command is equivalent to:ARIMA SALES /MODEL=(2,1,0).
- In the second command, the series INCOME is log transformed and no constant term is estimated.
There is one autoregressive parameter at lag 2, as indicated by
P=(2)
. - The third command specifies a model with one autoregressive
parameter, one degree of differencing, moving-average parameters at
lags 2 and 4, one seasonal autoregressive parameter, one degree of
seasonal differencing, and seasonal moving-average parameters at lags
2 and 4. The 4’s in the
MODEL
subcommand for moving average and seasonal moving average are ignored because of theQ
andSQ
subcommands. - The last command specifies the same model as the
previous command. Even though the
MODEL
command specifies no nonseasonal or seasonal moving-average parameters, these parameters are estimated at lags 2 and 4 because of theQ
andSQ
specifications.