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234 lines
5.3 KiB
Plaintext
234 lines
5.3 KiB
Plaintext
7 months ago
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*! version 1.1.0 20jun1995 sg41: STB-26
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program define rfprobit
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version 4.0
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local options "Level(integer $S_level)"
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if substr("`1'",1,1)=="," | "`*'"=="" {
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if "$S_E_cmd"~="rfprobit" {
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error 301
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}
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parse "`*'"
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}
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else {
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local varlist "req ex"
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local if "opt"
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local in "opt"
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local options /*
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*/ "`options' I(string) Quadrat(integer 6) noCHIsq noLOg *"
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parse "`*'"
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parse "`varlist'", parse(" ")
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local y "`1'"
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macro shift
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xt_iis `i'
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local i "$S_1"
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tempvar doit x w
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mark `doit' `if' `in'
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markout `doit' `y' `*' `i'
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/* Check to see if outcome varies. */
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quietly count if `doit'
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local n = _result(1)
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quietly count if `y'==0 & `doit'
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local n0 = _result(1)
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if `n0'==0 | `n0'==`n' {
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di _n in blu "outcome does not vary"
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exit
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}
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/* Sort data. */
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sort `doit' `i'
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/* Get points and weights for Gaussian-Hermite quadrature. */
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ghquad double(`x' `w'), n(`quadrat')
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/* Set up macros for ml function. */
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global S_sample "`doit'"
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global S_ivar "`i'"
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global S_x "`x'"
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global S_w "`w'"
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global S_quad "`quadrat'"
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/* Fit constant-only model. */
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if "`chisq'"=="" & "`*'"~="" {
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rfpr_ml `y', title("Constant-only model") /*
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*/ `log' `options'
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local lf0 "lf0($S_1)"
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local rho "rho($S_2)"
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}
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/* Fit full model. */
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rfpr_ml `y' `*', title("Full model") post `lf0' `rho' /*
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*/ `log' `options'
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}
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/* Display results. */
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ml mlout rfprobit, level(`level')
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/* Compute LR test for rho = 0. */
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local chi = 2*($S_E_ll - $S_E_rho0)
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#delimit ;
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di in gr "LR test of rho = 0: chi2(" in ye "1" in gr ") = "
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in ye %7.2f `chi' _n
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in gr " Prob > chi2 = " in ye %7.4f
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chiprob(1,`chi') ;
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#delimit cr
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end
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program define rfpr_ml /* y x, title(string) POST noLOg ml_options */
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version 4.0
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local varlist "req ex"
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local options "TITLE(string) POST LF0(string) RHO(string) noLOg *"
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parse "`*'"
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parse "`varlist'", parse(" ")
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local y "`1'"
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macro shift
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local doit "$S_sample"
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if "`lf0'"~="" { local lf0 "lf0(`lf0')" }
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tempname llrho0 b0 b1 lllast b ll V
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tempvar mldoit
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/* Get initial values. */
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quietly probit `y' `*' if `doit'
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scalar `llrho0' = _result(2)
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if "`log'"=="" {
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di _n in gr "`title'"
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di in gr "rho =" in ye %4.1f 0 /*
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*/ in gr " Log Likelihood = " in ye `llrho0'
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}
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matrix `b0' = get(_b)
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matrix coleq `b0' = `y'
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matrix `b1' = (0)
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matrix colnames `b1' = rho:_cons
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matrix `b0' = `b0' , `b1'
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local rcol = colnumb(`b0',"rho:_cons")
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/* Search for good starting value for rho if not supplied. */
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if "`rho'"=="" {
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global S_mldepn "`y'"
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scalar `lllast' = `llrho0'
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local rho 0.05
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local rhotry 0.1
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while `rhotry' < 0.91 {
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matrix `b0'[1,`rcol'] = `rhotry'
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rfpr_ll1 `b0' `ll' `b' , fast(0)
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if "`log'"=="" {
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di in gr "rho =" in ye %4.1f `rhotry' /*
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*/ in gr " Log Likelihood ~ " in ye `ll'
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}
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if `ll' < `lllast' { /* exit loop */
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local rhotry 1
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}
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else {
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scalar `lllast' = `ll'
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local rho `rhotry'
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local rhotry = `rhotry' + 0.1
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}
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}
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}
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matrix `b0'[1,`rcol'] = `rho'
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/* Set up ml commands. */
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ml begin
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ml function rfpr_ll1
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ml method deriv1
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eq `y': `y' `*'
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eq rho:
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ml model `b' = `y' rho, depv(10) from(`b0')
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ml sample `mldoit' if `doit', noauto
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if "`log'"=="" { noisily ml max `ll' `V', `options' }
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else quietly ml max `ll' `V', `options'
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global S_1 = `ll'
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global S_2 = `b'[1,`rcol']
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if "`post'"~="" {
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ml post rfprobit, `lf0' pr2 title("Random-Effects Probit")
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}
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global S_E_rho0 = `llrho0'
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end
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/*
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Routines that compute weights and points for Gaussian-Hermite
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quadrature follow:
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*/
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* version 1.0.1 29jun1995
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program define ghquad
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version 4.0
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local varlist "req new min(2) max(2)"
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local options "N(integer 10)"
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parse "`*'"
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parse "`varlist'", parse(" ")
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local x "`1'"
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local w "`2'"
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if `n' + 2 > _N {
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di in red /*
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*/ "`n' + 2 observations needed to compute quadrature points"
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exit 2001
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}
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tempname xx ww
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local i 1
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local m = int((`n' + 1)/2)
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while `i' <= `m' {
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if `i' == 1 {
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scalar `xx' = sqrt(2*`n'+1)-1.85575*(2*`n'+1)^(-1/6)
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}
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else if `i' == 2 { scalar `xx' = `xx'-1.14*`n'^0.426/`xx' }
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else if `i' == 3 { scalar `xx' = 1.86*`xx'-0.86*`x'[1] }
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else if `i' == 4 { scalar `xx' = 1.91*`xx'-0.91*`x'[2] }
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else { scalar `xx' = 2*`xx'-`x'[`i'-2] }
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hermite `n' `xx' `ww'
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qui replace `x' = `xx' in `i'
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qui replace `w' = `ww' in `i'
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local i = `i' + 1
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}
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if mod(`n', 2) == 1 { qui replace `x' = 0 in `m' }
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qui replace `x' = -`x'[`n'+1-_n] in `i'/`n'
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qui replace `w' = `w'[`n'+1-_n] in `i'/`n'
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end
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program define hermite /* integer n, scalar x, scalar w */
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version 4.0
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local n "`1'"
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local x "`2'"
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local w "`3'"
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local last = `n' + 2
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tempvar p
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tempname i
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qui gen double `p' = .
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scalar `i' = 1
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while `i' <= 10 {
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qui replace `p' = 0 in 1
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qui replace `p' = _pi^(-0.25) in 2
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qui replace `p' = `x'*sqrt(2/(_n-2))*`p'[_n-1] /*
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*/ - sqrt((_n-3)/(_n-2))*`p'[_n-2] in 3/`last'
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scalar `w' = sqrt(2*`n')*`p'[`last'-1]
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scalar `x' = `x' - `p'[`last']/`w'
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if abs(`p'[`last']/`w') < 3e-14 {
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scalar `w' = 2/(`w'*`w')
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exit
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}
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scalar `i' = `i' + 1
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}
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di in red "hermite did not converge"
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exit 499
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end
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