[R] Help with a simple subroutine
Steven T. Yen
@tyen @end|ng |rom ntu@edu@tw
Fri Sep 9 16:13:48 CEST 2022
Thanks to all. It was just programming error. The following now works.
Essentially, to impose non-negative restrictions I estimated the natural
logs of two parameters and then do exponential transformation to uncover
the parameters, with mathematical transformation (delta method) for
their standard errors.
I believe deltaMethod {car} does that sort of things. I have yet to look
up if it does that for nonlinear regression object. But since the
exponential transformation is a simple transformation (with a derivative
equal to itself), I tried to program my own. Thanks to all.
> obj<-cbp11.pooled
> j<-grep("gamma",names(obj$est),value=TRUE); j
[1] "log.gamma1" "log.gamma2"
> obj$estimate[j]
log.gamma1 log.gamma2
-1.82378 -1.11313
> obj$stat$vb[j,j]
log.gamma1 log.gamma2
log.gamma1 0.0842252 0.0138778
log.gamma2 0.0138778 0.0793592
> mydelta <- function(obj,j){
+ # *******************************************
+ # Delta method for exponential transformation
+ # *******************************************
+ b<-obj$estimate[j]
+ v<-obj$stat$vb[j,j]; v
+ gamma<-exp(b)
+ db<-gamma
+ vgamma<-db^2*v
+ sgamma<-sqrt(diag(vgamma))
+ t<-gamma/sgamma
+ df<-n<-obj$stat$n
+ p<-2*(1-pt(abs(t),df))
+ list(gamma=gamma,sgamma=sgamma,b=b,t=t,p=p)
+ }
> v<-mydelta(obj,j)
> v$b
log.gamma1 log.gamma2
-1.82378 -1.11313
> v$gamma
log.gamma1 log.gamma2
0.161414 0.328529
> v$sgamma
log.gamma1 log.gamma2
0.0468449 0.0925490
> v$t
log.gamma1 log.gamma2
3.44571 3.54978
> v$p
log.gamma1 log.gamma2
0.000574108 0.000388996
>
On 9/9/2022 8:39 PM, Ebert,Timothy Aaron wrote:
> If t = 1/sqrt(v[2,2]) and there is no code to change the value of v[2,2] and no code to change to a different cell why would you get two different values?
>
> One approach to debugging is to make a small example and see if the code output matches (line-by-line) the output you get from doing a manual calculation. If they do not match you at least know where to start looking for a problem. Hand calculation can use pencil and paper or Excel or other tools. It is a tedious task but very effective.
>
> Tim
>
> -----Original Message-----
> From: R-help <r-help-bounces using r-project.org> On Behalf Of Ivan Krylov
> Sent: Friday, September 9, 2022 5:03 AM
> To: Steven T. Yen <styen using ntu.edu.tw>
> Cc: R-help Mailing List <r-help using r-project.org>
> Subject: Re: [R] Help with a simple subroutine
>
> [External Email]
>
> В Fri, 9 Sep 2022 16:46:00 +0800
> "Steven T. Yen" <styen using ntu.edu.tw> пишет:
>
>> I am expecting the line t<-gamma/sgamma to produce two different
>> values. But I confirm that it is doing tt<-gamma[1]/sgamma[1]
> No, it just happens that gamma[1]/sgamma[1] is the same as gamma[2]/sgamma[2], subject to rounding errors:
>
>> + gamma<-exp(b)
>> + vgamma<-gamma^2*v[2,2]
>> + sgamma<-sqrt(vgamma)
>> + t<-gamma/sgamma
> t = gamma / sgamma = gamma / sqrt(gamma^2 * v[2,2]) =
> = gamma / (abs(gamma) * sqrt(v[2,2])) = (given gamma = exp(b) > 0)
> = 1 / sqrt(v[2,2]).
>
> --
> Best regards,
> Ivan
>
> ______________________________________________
> R-help using r-project.org mailing list -- To UNSUBSCRIBE and more, see
> https://nam10.safelinks.protection.outlook.com/?url=https%3A%2F%2Fstat.ethz.ch%2Fmailman%2Flistinfo%2Fr-help&data=05%7C01%7Ctebert%40ufl.edu%7C96597c0724d947d3c1ea08da9242e073%7C0d4da0f84a314d76ace60a62331e1b84%7C0%7C0%7C637983113179778561%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=EnaoCEmoUJNXsukvk8jqZVZ1tIveOeUCIX%2Bic5tMRLM%3D&reserved=0
> PLEASE do read the posting guide https://nam10.safelinks.protection.outlook.com/?url=http%3A%2F%2Fwww.r-project.org%2Fposting-guide.html&data=05%7C01%7Ctebert%40ufl.edu%7C96597c0724d947d3c1ea08da9242e073%7C0d4da0f84a314d76ace60a62331e1b84%7C0%7C0%7C637983113179778561%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=18MG1xlJnQE%2Bqo54jNxYAIAGqSQC%2FFQOgTOkl7Ysvc8%3D&reserved=0
> and provide commented, minimal, self-contained, reproducible code.
More information about the R-help
mailing list