For example, say I have a respondent and ask if s/he has a disease. From there I ask if her/his father has had the disease. If yes to the latter question, then I ask if the father is now cured. If the father has not had the disease, then the question is not applicable.
Can I create such a "decision tree" in R or else where?
Here is useable data, where 0 means "no", and 1 means "yes":
person_disease <- c(rep(1, 10), rep(0, 20))
father_disease <- c(rep(1, 7), rep(0,18), rep(1,5))
father_cured <- c( rep(0, 4), rep(1,3), rep(NA,18),rep(1,5) )
##
df <- data.frame(person_disease, father_disease, father_cured)
You can use the data.tree package for that. There are many ways to do what you want. For example:
person_disease <- c(rep(1, 10), rep(0, 20))
father_disease <- c(rep(1, 7), rep(0,18), rep(1,5))
father_cured <- c( rep(0, 4), rep(1,3), rep(NA,18),rep(1,5) )
df <- data.frame(person_disease, father_disease, father_cured)
library(data.tree)
#here, the tree is constructed "manually"
#however, depending on your data and your needs, you might want to generate the tree directly from the data
#many examples for this are available in the vignettes, see browseVignettes("data.tree")
disease <- Node$new("Disease", data = df)
father_disease_yes <- disease$AddChild("Father Disease Yes", label = "Father Disease", edge = "yes", condition = function(df) df[df$person_disease == 1,])
father_cured_yes <- father_disease_yes$AddChild("Father Cured Yes", label = "Father Cured", edge = "yes", condition = function(df) df[df$father_cured == 1,])
father_disease_no <- disease$AddChild("Father Disease No", label = "Father Disease", edge = "no", condition = function(df) df[df$person_disease == 0,])
#data filter (pre-order)
#an alternative would be to do this recursively
disease$Do(function(node) {
for (child in node$children) {
child$data <- child$condition(node$data)
}
})
print(disease, total = function(node) nrow(node$data))
#plotting
#(many more options are available, see ?plot.Node)
SetEdgeStyle(disease,
fontname = "helvetica",
arrowhead = "none",
label = function(node) paste0(node$edge, "\n", "total = ", nrow(node$data)))
SetNodeStyle(disease,
fontname = "helvetica",
label = function(node) node$label)
plot(disease)