CSPATIALREG Procedure
Spatial Durbin Moving Average Models
The term spatial Durbin moving average (SDMA) model is used to refer to the SMA model that accommodates exogenous interaction effects. Let denote the observation that is associated with the spatial unit
for
. For these spatial units, let
be an
spatial weights matrix. Further, let
be a
vector that denotes values of p regressors that are recorded at unit
, and let
be a
vector that denotes values of q covariates that are measured at unit
.
The SDMA model can be described in vector form as
where ;
with
;
and
are
and
matrices, where each row consists of
and
, respectively;
is a
parameter vector; and
is a
parameter vector.
By letting and
, the SDMA model can be written as
The log-likelihood function for the SDMA model is
where and
denotes the determinant of matrix
.
For the SDMA model, the gradients are