Research Work which I conducted as a part of my Master's thesis. Proposed a Map Reduce based scalable Density based clustering algorithm which is able to find clusters of varied density.
It contains the complete paper published @ BDA 2015 Proceedings of the 4th International Conference on Big Data Analytics - Volume 9498 Complete thesis work with application of the algorithm is also commited.
Image below shows the architecture of VDMR-DBSCAN :
Following are the results obtained by VDMR-DBSCAN, which clearly showcases that VDMR-DBSCAN is able to detect varied density clusters.
If you use this work, please add the reference to :
@inproceedings{bhardwaj2015vdmr, title={VDMR-DBSCAN: Varied Density MapReduce DBSCAN}, author={Bhardwaj, Surbhi and Dash, Subrat Kumar}, booktitle={International Conference on Big Data Analytics}, pages={134--150}, year={2015}, organization={Springer} }