APPENDIX B. Identification of long-run AI
The cointegration relationships in the VECM equation (6), subject to reduced rank
restrictions on the Π = αβ* matrix, are not identified. Following Pesaran and Shin
(2002), the identification of the long-run parameters in β* requires the imposition
of r restrictions on each cointegrating vector, although a necessary and sufficient
condition (order condition) for the identification is that the number of the identifying
restrictions, k, should be at least equal to r2 .
In order to explain these fundamental identifying conditions in our demand sys-
tem with three categories of goods, we note first that adding up reduces the rank to
two, i.e. r = (n - 1). As a formal extension of the ECM vectors in equation (6), let
us consider two non-identified cointegrating vectors made up of the variables w1t ,
w2t , lnP1t, lnP2t, lnP3t, ln(yt/pt) and the intercept. The associated parameters are:
{i'l I β21 β31 β41 β51 β61 β71 I , ,
(B.1)
β12 β22 β32 β42 β52 β62 β72 I
The exact identifying restrictions r2 = (n - 1)2 = 4 assume a diagonal structure
because theory suggests that budget shares responds mainly respond to own and
cross-price changes and income impulses, but not to (endogenous) changes in other
budget shares. Formally,
β11 = - 1, β12 = 0 I
(B.2)
(B.3)
β21 = 0, β22 = -1 I
so that the cointegrating vectors may be written as

-1 0 β31 β41 β51 β61 β71
0 -1 β32 β42 β52 β62 β72
In order to test theoretical restrictions, long-run parameter restrictions should be
included. As discussed in the text, the property of symmetry may be imposed as
a cross-equation restriction, β32 = β41. The cointegrating vectors thus assume the
following structure:
-1 0 β31 * β51 β61 β71
(B.4)
0 -1 β32 β42 β52 β62 β72
Estimations of cointegrating vectors subject to symmetry is tested by the LR
31
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