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. 2024 May 24;10:e1993. doi: 10.7717/peerj-cs.1993

Table 5. Multi-view clustering performance on handwritten digits.

The NMI and accuracy (ACC) values of multi-view clustering approaches, as they were presented by the authors in their corresponding articles, are depicted along the clustering performance of multi-SNE on a range of dimensions for the embeddings ( d=2,3,5,10). The performance of multi-SNE with PCA and multi-CCA are depicted in the table, with weight adjustments in both variations.

Multi-view clustering on handwritten digits data set
Kumar, Rai & Hal (2011) Liu et al. (2013) Sun et al. (2015) Ou et al. (2016) Ou et al. (2018) Multi-SNE with PCA/multi-CCA
2D 3D 5D 10D
NMI 0.768 0.804 0.876 0.785 0.804 0.863/0.838 0.894/0.841 0.897/0.848 0.899/0.850
ACC 0.881 0.876 0.880 0.822/0.914 0.848/0.915 0.854/0.922 0.849/0.924