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st: Nonlinear GMM estimation
From
"McLaughlin, David" <[email protected]>
To
<[email protected]>
Subject
st: Nonlinear GMM estimation
Date
Wed, 10 Nov 2010 21:30:29 -0500
Hi Everyone,
Background
I have been trying to Stata 11.1 to instrument for x1 in the following
nonlinear equation using the gmm moment evaluator program:
y={b0}*(1-exp({gamma0}*x1)+{b1}*(1-exp({gamma0}*l1_x1)+{b2}*(1-exp({gamm
a0}*l2_x1)+{b3}*///
(1-exp({gamma0}*l3_x1)+{alpha}*x2
I created a moment evaluator program and called it with gmm (below):
program gmm_dsm
version 11
syntax varlist if, at(name)
quietly {
tempvar mu nu
gen double `mu' =0
replace `mu' = `at'[1,1]*(1-exp(`at'[1,5]*x1))+
`at'[1,2]*(1-exp(`at'[1,5]*l1_x1))
+ `at'[1,3]*(1-exp(`at'[1,5]*l2_x1))+
`at'[1,4]*(1-exp(`at'[1,5]*l3_x1))+ *`at'[1,6]*x2
replace `varlist' = y - `mu'
}
end
gmm gmm_dsm if, nequations(1) parameters(b0 b1 b2 b3 gamma0 alpha)
instruments(x1 l1_x1 l2_x1 l3_x1 _instrument x2, noconstant)
vce(cluster id) onestep from(b0 -.00056 b1 -.0028 b2 -.00087 b3 -.004
gamma -83 alpha .05)
Issue
When I run call the program, it begins to run and then I receive the
following error:
"could not calculate numerical derivatives -- flat or discontinuous
region encountered
could not calculate numerical derivatives -- flat or discontinuous
region encountered
r(430);"
Questions
1.) Can you use the moment evaluator function of gmm in Stata 11 to
estimate an equation that is nonlinear in the parameters?
2.) Is there a way to replicate the nonlinear results produced by nl()
using gm() for this equation considering I have more parameters than
"instruments" (covariates)?
Thanks in advance for any help you provide,
Dave
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