What is the best way to encode features when clustering data?

Question

I have a dataset with numerical and categorical features. I am trying to run a k-means algorithm to find clusters of data.

What is the best way to encode categorical features?

I have been doing one hot encoding but I guess that it can be easily improved.

Answer 1

Try Hierarchical Clustering, Kmeans will not serve the purpose if you have categorical data.