Comparison of different autoencoder variations vs state-of-the-art methods on Sim4 (5 clusters), the optimal value of neighbours for Isomap was found as 90 through grid search.
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https://figshare.com/articles/dataset/Comparison_of_different_autoencoder_variations_vs_state-of-the-art_methods_on_Sim4_5_clusters_the_optimal_value_of_neighbours_for_Isomap_was_found_as_90_through_grid_search_/22245177
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The metrics indicate that several variations of autoencoders and the Isomap algorithm are able to outperform conventional algorithms such as PCA or ICA for the Sim4 dataset that contains a low number of clusters, the values indicating the highest performance for each metric have been bolded.
创建时间:
2023-03-09



