While the elbow method is straightforward and easy to implement, it has some limitations:
The method relies on visual interpretation, which can be subjective. In some cases, the 'elbow' may not be clear, making it difficult to determine the optimal number of clusters. It assumes that the clusters are convex and isotropic, which may not always be the case in epidemiological data.
