Incremental, distributed single-linkage hierarchical clustering algorithm using mapreduce

@inproceedings{Jin2015IncrementalDS,
  title={Incremental, distributed single-linkage hierarchical clustering algorithm using mapreduce},
  author={Chen Jin and Zhengzhang Chen and William Hendrix and Ankit Agrawal and Alok N. Choudhary},
  booktitle={SpringSim},
  year={2015}
}
Single-linkage hierarchical clustering is one of the prominent and widely-used data mining techniques for its informative representation of clustering results. However, the parallelization of this algorithm is challenging as it exhibits inherent data dependency during the hierarchical tree construction. Moreover, in many modern applications, new data is continuously added into the already huge datasets. It would be impractical to reapply the clustering algorithm on the augmented datasets from… CONTINUE READING

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