My data is is mostly continuous but has one binary variable. I tried the pam
algorithm in R with the Gower index, but the number of clusters that give the best silhouette width is 2 -– allowing the binary variable to completely dominate the result.
- Is PAM the wrong approach?
- Is it okOK to choose a higher k just because it will give more meaningful results?