SOM also has a number of limitations:The user must choose the settings of parameters, the neighborhood function, the grid type, and the number of centroids.A SOM cluster often does not correspond to a single natural cluster.SOM lacks a specific objective functionSOM is not guaranteed to converge, although, in practice, it typically does.