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Re: [SPAM] st: Ordered logit
At 02:14 PM 12/9/2006, Josefina Posadas wrote:
Dear Statalist users,
I'm trying to replicate the ordered logit by programing a maximum
likelihood.
I'm running the program with the fullauto.dta database as in the manual.
I have these two programs that I think should be equal, but the first one
works and the second doesn't. Can somebody explain what is going on?
I'm still curious why you are doing this, but in any event I think I
see the problem.
* First I create the indicator variable
tempvar i1 i2 i3 i4 i5
forvalues x=1/5 {
gen i`x'=0
replace i`x'=1 if `x'==rep77
}
Note that rep77 has 8 cases with missing values. Under the coding
above, those cases will all be coded 0 on i1 through i5.
replace
`lnf'=$ML_y1*log(`d1')+$ML_y2*log(`d2'-`d1')+$ML_y3*log(`d3'-`d2')+$ML_y4*log(`d4'-`d3')+$ML_y5*log(1-`d4')
end
Under program 1's method, the rep77 8 missing cases get coded 0 on lnf.
replace `lnf'=log(`d1') if $ML_y1==1
replace `lnf'=log(`d2'-`d1') if $ML_y2==1
replace `lnf'=log(`d3'-`d2') if $ML_y3==1
replace `lnf'=log(`d4'-`d3') if $ML_y4==1
replace `lnf'=log(1-`d4') if $ML_y5==1
end
Under program 2's method, the rep77 8 missing cases never get
assigned a value on lnf, hence the program can't produce feasible values.
So, you have to do something about missing values. You could do something like
keep if rep77 < .
Or, your ml model command could be
ml model lf jologit (i1 i2 i3 i4 i5= ) ( ) ( ) ( ) if rep77 < .
Or, to keep the program more general, you could rework the code a bit
to add marksample and markout commands.
Incidentally, note that even in the "correct" program, the signs are
the opposite of those reported by ologit; and the N reported was 74
compared to ologit's 66, again because those 8 cases aren't being
dropped correctly.
-------------------------------------------
Richard Williams, Notre Dame Dept of Sociology
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