Reputation: 2631
I am currently working in SVM Classification problem with help of packages available in R.
Example code given in this website work fine. http://en.wikibooks.org/wiki/Data_Mining_Algorithms_In_R/Classification/SVM
But when trying the same program with different data set I get variable lengths differ error. Here is my code.
library(MASS)
library(e1071)
data <- ChickWeight
data <- data[-3] # removing unwanted column
tune.svm(data$Diet~., data = data , gamma = 10^(-6:-1) , cost=10^(-1:1))
Error.
Error in model.frame.default(formula, data) :
variable lengths differ (found for 'weight')
I tried googling about the error but I could find the proper fix or why this error is getting produced.
Please let know what is going wrong.
Upvotes: 3
Views: 3939
Reputation: 1
You probably removed the:
'Diet'(target)
column before passing it to svm.
Upvotes: 0
Reputation: 179428
Your formula should include the columns only, without the data frame (and the $
operator). Try this:
library(MASS)
library(e1071)
tune.svm(Diet~., data = ChickWeight[-3] , gamma = 10^(-6:-1) , cost=10^(-1:1))
The results:
Parameter tuning of ‘svm’:
- sampling method: 10-fold cross validation
- best parameters:
gamma cost
0.1 10
- best performance: 0.5641561
Upvotes: 5