Adschai: here is an example for class.weights (isn't it on the help page?): data(iris) i2 <- iris levels(i2$Species)[3] <- "versicolor" summary(i2$Species) wts <- 100 / table(i2$Species) wts m <- svm(Species ~ ., data = i2, class.weights = wts) Cheers, David