Kamontip Srihaset
2012-Nov-19 15:07 UTC
[R] Question about Package 'sampleSection' for IRT model
Dear All, I am Ph.D student at Chulalongkorn University in Thailand, I want to use Package 'sampleSection' to estimate missing data which generate under IRT model(3-PL); n<-500 ## number of examinee I<-20 ## number of items num.imp<-5 ##number of imputations p.missing<-c(0.09, 0.01) #prob of missing theta<-sort(rnorm(n,0,1)) #ability a<-rnorm(I,0.5,0.1) #discrimination b<-rnorm(I,0,1) #difficulty c<-runif(I,0,0.25) #guess Only item 1 have missing data. If the response to items 1 was a 1 (correct), the probability of missingwas 1%. If the response was a 0 (incorrect), the probability of missing was 9%. Thus, the probability of missing was linked to the response of items itself (an unknown characteristic in real missing data situations). I don't know how to apply function 'Heckman-style selection models' for this case, becase all my variables are unobserved. Could you please tell me how to estimate data under my situation. I'am looking forward your advice. Sincerely yours, Kamontip Srihaset [[alternative HTML version deleted]]