Hi, Thank you for your replies as for the prediction length, i run this code: " library(arules) data(AdultUCI) AdultUCI$workclass<-factor(AdultUCI$workclass, levels = c(levels(AdultUCI$workclass), "UNKNOWN")) AdultUCI$workclass[is.na(AdultUCI$workclass)]<-"UNKNOWN" AdultUCI$occupation<-factor(AdultUCI$occupation, levels = c(levels(AdultUCI$occupation), "UNKNOWN")) AdultUCI$occupation[is.na(AdultUCI$occupation)]<-"UNKNOWN" AdultUCI$"native-country"<-factor(AdultUCI$"native-country", levels = c(levels(AdultUCI$"native-country"), "UNKNOWN")) AdultUCI$"native-country"[is.na(AdultUCI$"native-country")]<-"UNKNOWN" tt<-sort(table(AdultUCI$"native-country")) AdultUCI$"native-country"<-factor(AdultUCI$"native-country", levels = c(levels(AdultUCI$"native-country"), "OTHER")) AdultUCI$"native-country"[!is.na(match(AdultUCI$"native-country",names(tt[1:11])))]<-"OTHER" drop=names(tt[1:11]) AdultUCI$"native-country"<-factor(AdultUCI$"native-country", levels = levels(AdultUCI$"native-country")[-which(levels(AdultUCI$"native-country") %in% drop)]) names(AdultUCI)=c("age","WorkClass","fnlwgt","Education","educationNum","maritalStatus","occupation","relationship","race","sex","capitalGain","capitalLoss","hoursPerWeek","nativeCountry","YearIncome") adult<-AdultUCI[1:32561,] library(randomForest) frf=formula(YearIncome~age+WorkClass+fnlwgt+Education +educationNum+maritalStatus+occupation +relationship+race+sex+capitalGain+capitalLoss +hoursPerWeek+nativeCountry)
{RF=randomForest(data=adult ,frf ,ntree=200 ,mtry=4 ,keep.forest=TRUE) } pr<-predict(RF,adult[1,],predict.all=TRUE) " and get this results: > str(pr) List of 2 $ aggregate : Factor w/ 2 levels "small","large": 1 $ individual: chr [1, 1:198] "small" "small" "small" "small" ... ..- attr(*, "dimnames")=List of 2 .. ..$ : chr "1" .. ..$ : NULL > why don't i have 200 votes? Thanks, Dror -- View this message in context: http://n4.nabble.com/Random-Forest-tp1557464p1587592.html Sent from the R help mailing list archive at Nabble.com. ______________________________________________ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.