For each missing entity a singleton cluster is created, i.e. a cluster which contains only the current entity.
Further, soft clustering approaches, such as DBscan, do not cluster all entities.
We call these entities miss-clustered entities and manage them exactly as the missing entities, i.e., we create a singleton cluster for each of them.
The evaluation metrics are applied to the combination of the clusters returned by the clustering algorithm and all the singleton clusters.