Comparison of different autoencoder variations vs state-of-the-art methods on real data channel 26, the optimal value of neighbours for Isomap was found as 30 through grid search.
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https://figshare.com/articles/dataset/Comparison_of_different_autoencoder_variations_vs_state-of-the-art_methods_on_real_data_channel_26_the_optimal_value_of_neighbours_for_Isomap_was_found_as_30_through_grid_search_/22245198
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The metrics indicate that for this dataset the AE variant is able to outperform the conventional feature extraction algorithm with regard to all metrics while the other variants have similar performances to that of PCA, ICA and Isomap. The values indicating the highest performance for each metric have been bolded.
创建时间：
2023-03-09
