Curious to know what value you've seen out of these clusters. In my experience k means clustering was very lackluster. Having to define the number of clusters was a big pain point too.
You almost certainly want a graph like structure (overlapping communities rather than clusters).
But unsupervised clustering was almost entirely ineffective for every use case I had :/
You almost certainly want a graph like structure (overlapping communities rather than clusters).
But unsupervised clustering was almost entirely ineffective for every use case I had :/