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1

On the advances in machine learning and complex network mea..:

Caroline L Alves ; Manuel Ciba ; Thaise G L de O. Toutain...
https://doi.org/10.1088/2632-072X/ad1c68. , 2024

Link: https://doi.org/10.1088/..

2

Application of machine learning and complex network measure..:

Caroline L Alves ; Rubens Gisbert Cury ; Kirstin Roster...
https://doi.org/10.1371/journal.pone.0277257. , 2022

Link: https://doi.org/10.1371/..

3

Feature importance ranking for SVM classifier being the con..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_connections_of_brain_regions_ranked_in_descending_order_of_importance_/21741815. , 2022

Link: https://doi.org/10.1371/..

4

Feature importance ranking for SVM classifier being the fea..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_features_ranked_in_descending_order_of_importance_/21741824. , 2022

Link: https://doi.org/10.1371/..

5

Methodology of the subsection using raw EEG time series:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Methodology_of_the_subsection_using_raw_EEG_time_series_/21741794. , 2022

Link: https://doi.org/10.1371/..

6

Feature importance ranking for SVM classifier being the bra..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Feature_importance_ranking_for_SVM_classifier_being_the_brain_regions_ranked_in_descending_order_of_importance_/21741806. , 2022

Link: https://doi.org/10.1371/..

7

Performances of the SVM classifier for the different data t..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/dataset/Performances_of_the_SVM_classifier_for_the_different_data_types_used_in_this_paper_/21741833. , 2022

Link: https://doi.org/10.1371/..

8

The most important connection of brain regions considering ..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/The_most_important_connection_of_brain_regions_considering_connectivity_matrices_as_input_data_/21741818. , 2022

Link: https://doi.org/10.1371/..

9

The five most important brain regions considering EEG time ..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/The_five_most_important_brain_regions_considering_EEG_time_series_as_input_data_/21741809. , 2022

Link: https://doi.org/10.1371/..

10

Methodology of the subsection using complex network measure:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Methodology_of_the_subsection_using_complex_network_measures_/21741800. , 2022

Link: https://doi.org/10.1371/..

11

Boxplot of the closeness centrality and assortativity measu..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Boxplot_of_the_closeness_centrality_and_assortativity_measures_/21741827. , 2022

Link: https://doi.org/10.1371/..

12

Methodology of the subsection using connectivity matrices:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Methodology_of_the_subsection_using_connectivity_matrices_/21741797. , 2022

Link: https://doi.org/10.1371/..

13

Machine learning results using the connectivity matrices as..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Machine_learning_results_using_the_connectivity_matrices_as_input_data_/21741812. , 2022

Link: https://doi.org/10.1371/..

14

S1 Appendix -:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/journal_contribution/S1_Appendix_-/21741791. , 2022

Link: https://doi.org/10.1371/..

15

Machine learning results using the complex network measures..:

Caroline L. Alves (14271413) ; Rubens Gisbert Cury (8439552) ; Kirstin Roster (14271416)...
https://figshare.com/articles/figure/Machine_learning_results_using_the_complex_network_measures_as_input_data_/21741821. , 2022

Link: https://doi.org/10.1371/..

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