kets do not diminish immediately. Instead of estimating unrelated equations in the style
of (3.3) for different periods of time, a spatial SUR analysis is preferred. Contrary to the
familiar SUR model, the system
yii = β0 +β1 ∙ xli + ∑Y1 j ∙ω j + ν1i
S1
(3.4) y2i = β0 +β1 ∙ xl2i +∑γ2j ∙ωj +ν2i
S2
yTi = β0 +β1 ∙ xTli + ∑γTj ∙ωj +νTi
ST
is formed by the time periods for all n spatial units ( i=1,2,...,N), see Anselin (1988, pp.
137). The sets S1, S2, ..., ST of eigenvectors may be composed of different elements. If
the choice of spatial components for the sets St, t=1,2, ...,T, proves to be successful, the
disturbances νti will be contemporaneous uncorrelated:
(3.5) Cov(νti, Vti) = E(Vt1-Vtl) = 0.
Dependencies over time can be modelled by defining the NxN covariance matrix Σ,
(3.6) Σ = E(Vt -V’s) = σts-IN,
in which σts denotes the covariance between the periods t and s, t≠s, and νt an Nx1 vec-
tor of the disturbances in period t. With this the time-dependent autocorrelation struc-
ture of the spatial SUR system (3.4) is given by the NTxNT covariance matrix
(3.7) Σ* = Σ 0In.
Provided that T < N the covariance matrix Σl can be estimated directly from the data.
As dependencies over time are taken into account, parameters are estimated more effi-
ciently. In previous studies space-time models have been employed where spatial effects
were captured in a restrictive way by first order autoregressive lags, see e.g. Beck and
Katz (2001), Elhorst (2001) and Beck and Gleditsch (2003). Probably due to high com-
putational demands empirical applications of the spatial SUR model are rarely to find.
Exceptions are the works of Florax (1992) and Fingleton (2001). The advantage of Grif-
fith’s approach consists in allowing to set up the model straightforwardly with ordinary
devices taken from regression analysis.
More intriguing information
1. Estimating the Impact of Medication on Diabetics' Diet and Lifestyle Choices2. The name is absent
3. Chebyshev polynomial approximation to approximate partial differential equations
4. BARRIERS TO EFFICIENCY AND THE PRIVATIZATION OF TOWNSHIP-VILLAGE ENTERPRISES
5. The name is absent
6. A Computational Model of Children's Semantic Memory
7. The name is absent
8. The name is absent
9. EXECUTIVE SUMMARIES
10. A Critical Examination of the Beliefs about Learning a Foreign Language at Primary School