How to calculate vif of each term of model in R?
Did you follow my advice/comments? Cheers Petr
-----Original Message----- From: Methekar, Pushpa (GE Transportation, Non-GE) [mailto:pushpa.methekar at ge.com] Sent: Friday, April 17, 2015 11:43 AM To: PIKAL Petr Subject: RE: How to calculate vif of each term of model in R? Car package -----Original Message----- From: PIKAL Petr [mailto:petr.pikal at precheza.cz] Sent: Friday, April 17, 2015 3:11 PM To: Methekar, Pushpa (GE Transportation, Non-GE); r-help at r-project.org Subject: RE: How to calculate vif of each term of model in R? Hi I did not see any answer so I try. Your question lacks some info: Which vif - car or HH? answers and comments in line
-----Original Message----- From: R-help [mailto:r-help-bounces at r-project.org] On Behalf Of Methekar, Pushpa (GE Transportation, Non-GE) Sent: Wednesday, April 08, 2015 10:24 AM To: r-help at r-project.org Subject: [R] How to calculate vif of each term of model in R? I am beginner in R doing modelling in R, I loaded excel sheet in R, i have chosen x elements and y elements then fitted model for linear
and
second order regression. Now I have both models. I am bit confused
how
to calculate vif for each term in model like e.g model1<-lm(y1~x1+x2+.....x9) when I am using rms package then
it's
giving me like
vif(model1)
x1 x2 x3 x4 x5 x6
x7
6.679692 1.520271 1.667125 3.618439 4.931810 2.073879
13.870630
x8 x9
220.969628 214.034135
now i want to compare each term with std vif as vif>=10 and which
will
satisfy this condition i want to delete that term and update model1.
i
have done something like this
fun = function(model1) {
for(i in 1:length(model1)) {
v=vif(model1)
ss=any(v[i]>=10)
here you select only one item from vif, Why do you use any?
if(ss==1){update(model1,.~.,-v[i])}
else{print("no update")}
Why do you change i here?
i<-i+1
}
return(model1)
}
if you want to get rid of all terms bigger than some threshold in once you can use sel <- which(vif(model1)>10) and select values for update possibly by update(model1,.~. - names(vif(model1))[sel]) or if you want to get rid one by one you can use vmax <- which.max(vif(model1)) and check if max vif value is bigger than 10. vif(model1)[vmax]>=10 If it is just update with - names(vif(model1))[vmax]) if it is not do not update. All of this untested. Cheers Petr
fun(model1)
but giving error as
Error in if (ss == 1) { : missing value where TRUE/FALSE needed.
please tell me how do i solve this problem.
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