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 OK to choose a higher k just because it will give more meaningful results?