Rm. Dejong et Hj. Bierens, ON THE LIMIT BEHAVIOR OF A CHI-SQUARE TYPE TEST IF THE NUMBER OF CONDITIONAL MOMENTS TESTED APPROACHES INFINITY, Econometric theory, 10(1), 1994, pp. 70-90
In this paper, a consistent model specification test is proposed. Some
consistent model specification tests have been discussed in econometr
ics literature. Those tests are consistent by randomization, display a
discontinuity in sample size, or have an asymptotic distribution that
depends on the data-generating process and on the model, whereas our
test does not have one of those disadvantages. Our test can be viewed
upon as a conditional moment test as proposed by Newey but instead of
a fixed number of conditional moments, an asymptotically infinite numb
er of moment conditions is employed. The use of an asymptotically infi
nite number of conditional moments will make it possible to obtain a c
onsistent test. Computation of the test statistic is particularly simp
le, since in finite samples our statistic is equivalent to a chi-squar
e conditional moment test of a finite number of conditional moments.