Question: can svm handle categorical variables?
Answer: Non-numerical data such as categorical data are common in practice. ... Among the three classification methods, only Kernel Density Classification can handle the categorical variables in theory, while kNN and SVM are unable to be applied directly since they are based on the Euclidean distances.