How to detect outliers using DBSCAN?
There are two parameters to DBSCAN: minPts, and ε.
You have an outlier point if there are fewer than minPts points within ε of it (using the appropriate distance metric). If this isn't the case, it's a sufficiently dense region that there is a cluster here.