I use ROCR package in R. But I got the error "prediction(predictions, label) : Format of predictions is invalid."
Please tell me the solution.
here is code:
install.packages("ROCR", dependencies=TRUE)
install.packages("vcd", dependencies=TRUE)
library(ROCR)
library(vcd)
library(boot)
setwd("/Users/Documents/R")
presence <- read.csv("sampleAverages.csv")
background <- read.csv("amplePredictions.csv")
pp <- presence$Logistic.prediction # get the column of predictions
testpp <- pp[presence$Test.or.train=="test"] # select only test points
trainpp <- pp[presence$Test.or.train=="train"] # select only train points
bb <- background$logistic
combined <- c(testpp, bb) # combine into a single vector
label <- c(rep(1,length(testpp)),rep(0,length(bb))) # labels: 1=present, 0=random
pred <- prediction(combined, label) # labeled predictions
perf <- performance(pred, "tpr", "fpr") # True / false positives, for ROC curve
plot(perf, colorize=TRUE) # Show the ROC curve
performance(pred, "auc")@y.values[[1]] # Calculate the AUC
That may be because you have wrong class of data. Try modifying the predicted data to just one column like this combined[,2] or label[,2]