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1. Introduction - Econometrics at Illinois - University of Illinois at ...

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ThusandZ _g n (s) > C n (s) ,1 Z 1Roger Koenker and Zhijie Xiao 33 Z _g n (r)dv n (r) ds , _g(s) > C(s) ,1 Z 1_g(r)dv n (r) > ds0s0sZ = _g n (s) > C n (s) ,1 Z 1[_g n (r) , _g(r)] dv n (r) > ds0sZ + _g n (s) > C n (s) ,1 , C(s) ,1 Z 1_g(r)dv n (r) > ds0sZ + _gn (s) > , _g(s) > C(s) ,1 Z 1_g(r)dv n (r) > ds0s= o p (1);v n () > ,and the result follows.Z 0= v n () > ,_g n (s) > C n (s) ,1 Z 1_g n (r)dv n (r) > dsZ 0sg(s) > C(s) ,1 Z 1g(r)dv n (r) > ds + o p (1);sAppendix B. Asymptotic Critical ValuesLike many other Kolmogorov-Smirnovtype tests (see, e.g. Andrews (1993), the limiting distributionsup 2T kw0()k is dependent on the norm jjjj, the pre-specied T and the dimension parameterq. Notice th<strong>at</strong> the transform<strong>at</strong>ion is generally unstable in the extreme right tails, and the uniformconvergence <strong>of</strong> existing estim<strong>at</strong>ors <strong>of</strong> the density and score (f(F ,1 (s)) and f 0 =f(F ,1 (s))) usuallyrequires th<strong>at</strong> T be bounded away from zero and one, we consider a subset <strong>of</strong> [0; 1] whose closure liesin (0; 1):We calcul<strong>at</strong>ed the 1%, 5%, and 10% critical values for the test st<strong>at</strong>istic sup 2T kev n ()k basedon simul<strong>at</strong>ions where the Brownian motion was approxim<strong>at</strong>ed by a Gaussian random walk, usinga sample size n = 2000 and 20; 000 replic<strong>at</strong>ions. For the norm kk, we use the `1 norm for a q-dimensional vector x; kxk = P qj=1 jx jj. Table 1 covers T =["; 1,"] for " =0:05; 0:1; 0:15, 0:2, 0:25,0:3; and q =1; 2;::::::; 20. Although conventionally we consider symmetric intervals T =["; 1 , "]for some small numbers ", amuch wider range <strong>of</strong> intervals T may be considered for the proposedtests. Critical values based other choices <strong>of</strong> the interval T and the dimension parameter q can besimilarly calcul<strong>at</strong>ed. Gauss programs are available from the authors upon request.

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