According to wiki the most widely used convergence criterion is "assigment hasn't changed". I was wondering whether cycling can occur if we use such convergence criterion? I'd be pleased if anyone pointed a reference to an article that gives an example of cycling or proves that this is impossible.
Solved – Cycling in k-means algorithm
algorithmsclusteringk-means
Best Answer
This paper appears to prove convergence in a finite number of steps.