Clustering

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General • 22 methods

Clustering methods cluster a dataset so that similar datapoints are located in the same group. Below you can find a continuously updating list of clustering methods.

Methods

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Method	Year	Papers
k-Means Clustering	2000	751
Spectral Clustering A Tutorial on Spectral Clustering	2007	507
SOM	2000	104
Coresets Active Learning for Convolutional Neural Networks: A Core-Set Approach	2017	101
Ensemble Clustering Ensemble Learning for Spectral Clustering	2020	18
FINCH Efficient Parameter-Free Clustering Using First Neighbor Relations	2019	10
EoM Excess Mass Estimates and Tests for Multimodality	1991	9
Contextualized Topic Models Cross-lingual Contextualized Topic Models with Zero-shot Learning	2020	7
Large-scale spectral clustering Divide-and-conquer based Large-Scale Spectral Clustering	2021	5
SCCL Supporting Clustering with Contrastive Learning	2021	4
SCAN-clustering SCAN: Learning to Classify Images without Labels	2020	3
FINCH Clustering Efficient Parameter-Free Clustering Using First Neighbor Relations	2019	2
AUCC	2000	2
DMAGE	2000	1
IC-SBP GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement	2021	1
COP-KMeans	2000	1
PCKMeans	2000	1
MPCK-Means	2000	1
PRCut Deep Clustering via Probabilistic Ratio-Cut Optimization	2025	1
HRI pipeline	2000	0

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Clustering

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Methods

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