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 ( ). 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 |