Connecting the Dots -- Density-Connectivity Distance unifies DBSCAN, k-Center and Spectral Clustering
Author:
Affiliation:
1. Aarhus University, Aarhus, Denmark
2. Technical University of Munich, Munich, Germany
3. LMU Munich, DBS, MCML, Munich, Germany
4. Fraunhofer IIS, Erlangen, Germany
5. Aarhus University, Aarhu, Denmark
Funder
Villum Foundation
Publisher
ACM
Link
https://dl.acm.org/doi/pdf/10.1145/3580305.3599283
Reference65 articles.
1. Exact and Approximation Algorithms for Clustering
2. OPTICS
3. Sivaraman Balakrishnan , Min Xu , Akshay Krishnamurthy , and Aarti Singh . 2011 . Noise thresholds for spectral clustering . Advances in Neural Information Processing Systems , Vol. 24 (2011). Sivaraman Balakrishnan, Min Xu, Akshay Krishnamurthy, and Aarti Singh. 2011. Noise thresholds for spectral clustering. Advances in Neural Information Processing Systems, Vol. 24 (2011).
4. Density-based clustering using graphics processors
5. LOF;Breunig Markus M.;Identifying Density-Based Local Outliers. SIGMOD Rec.,2000
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