garchfit significance

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Yoshiko Kawashima
Yoshiko Kawashima el 16 de Nov. de 2011
what is the exact level of t-stat in the garchfit outcome to become significance for 1% and 5%
Parameter Value Error T Statistic
----------- ----------- ------------ -----------
C -0.0013526 0.0013368 -1.0119
K 0.00027647 0.00014944 1.8500
GARCH(1) 0.77871 0.10106 7.7057
ARCH(1) 0.073557 0.028595 2.572

Respuestas (1)

Wayne King
Wayne King el 16 de Nov. de 2011
You can evaluate that statistic on the t(N-p) pdf where N is the length of the time series and p is the number of parameters you are estimating. Keep in mind that for even small time series lengths, this N-p number will exceed 30. If you have a t distribution where the number of degrees of freedom exceeds 30, then you can essentially use the N(0,1) distribtuion.
Compare:
1-tcdf(2,30)
ans =
0.0273
1-normcdf(2,0,1)
ans =
0.0228
So for your T statistic of 1.85, take your time series length - the number of parameters you are estimating and set that equal to dof, then do:
2*(1-tcdf(1.85,dof))
that gives you the significance level.
  1 comentario
Wayne King
Wayne King el 16 de Nov. de 2011
but again you're probably safe doing
2*(1-normcdf(1.85,0,1))

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