Before revision:  Here, we provide optimal algorithms for the construction of LOHs of any rank  .
After revision:  Here, we provide optimal algorithms for the construction of LOHs of any rank \alpha. These results are shown to correspond with empirical experiments of runtimes when applying the LOH construction algorithms to a common task in machine learning .