The paper applies the author's prior spectrum-preserving node aggregation method to compress data before DBSCAN, reporting faster runs and inconsistent accuracy changes on three datasets.
Wang, ``Improving spectral clustering using spectrum-preserving node aggregation,'' in 2022 26th International Conference on Pattern Recognition (ICPR)
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Enabling DBSCAN for Very Large-Scale High-Dimensional Spaces
The paper applies the author's prior spectrum-preserving node aggregation method to compress data before DBSCAN, reporting faster runs and inconsistent accuracy changes on three datasets.