A Roadmap to Varied Density Dataset Issue of DBSCAN and Its Variants

Provided by: IRD India
Topic: Data Management
Format: PDF
Clustering or cluster analysis, an unsupervised learning, is the process of grouping the objects of similar kind. Clustering plays an outstanding role in data mining applications and is the subject of active research in several fields such as statistics, pattern recognition and machine learning. Thousands of clustering algorithms have been proposed in the literature in many different disciplines and from many different applications. Even the categorization of clustering algorithms had also been done from number of perspectives as presented, in which the major categories are partitioning, hierarchical, density-based, grid-based and model-based.

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