Using different clustering method

[mlnjsh]

What if i have to use DBSCAN clustering algorithm in Mapper , What kind of changes are required.

[paultpearson]

It looks like you would need to replace using hclust() with the DBSCAN clustering algorithm. There would probably also be other changes. I encourage you to fork the project and incorporate DBSCAN.