# Dynamic Ensemble Selection for EEG Signal Classification in Distributed Data Environments
## 3 Datasets and Experimental Results
)** & **(Macro)** & **BAacc** & **Acc** \\ \hline
5 LT & Abstract level; sum; RF (10,entropy) & 0.909 & 0.867 & 0.856 & 0.856 & 0.867 & 0.867 \\  & Measurement level; sum; RF (10,gini) & 0.918 & 0.887 & 0.882 & 0.882 & 0.887 & 0.887 \\  & Unified groups; abstract level; RF (10,entropy) & 0.909 & 0.867 & 0.856 & 0.856 & 0.867 & 0.867 \\  & Diverse groups; abstract level; RF (20,gini) & 0.866 & 0.82 & 0.807 & 0.807 & 0.82 & 0.82 \\  & Unified groups; measurement level; RF (10,entropy) & 0.919 & 0.887 & 0.881 & 0.881 & 0.887 & 0.887 \\  & Diverse groups; measurement level; RF (50,gini) & 0.9 & 0.867 & 0.86 & 0.86 & 0.867 & 0.867 \\  & Abstract level; sum; KNN (2) & 0.719 & 0.68 & 0.688 & 0.688 & 0.68 & 0.68 \\  & Measurement level; sum; kNN (4) & 0.715 & 0.673 & 0.681 & 0.681 & 0.673 & 0.673 \\  & Unified groups; abstract level; kNN (2) & 0.719 & 0.68 & 0.688 & 0.688 & 0.68 & 0.68 \\  & Diverse groups; abstract level; kNN (4) & 0.743 & 0.72 & 0.722 & 0.722 & 0.72 & 0.72 \\  & Unified groups; measurement level; kNN (4) & 0.715 & 0.673 & 0.681 & 0.681 & 0.673 & 0.673 \\  & Diverse groups; measurement level; kNN (2) & 0.705 & 0.673 & 0.663 & 0.663 & 0.673 & 0.673 \\  & Abstract level; sum; AdaBoost (20) & 0.957 & 0.947 & 0.946 & 0.946 & 0.947 & 0.947 \\  & Measurement level; sum; AdaBoost (100) & 0.963 & 0.953 & 0.952 & 0.952 & 0.953 & 0.953 \\  & Unified groups; abstract level; AdaBoost (20) & 0.978 & 0.973 & 0.973 & 0.973 & 0.973 & 0.973 \\  & Diverse groups; abstract level; AdaBoost (10) & 0.897 & 0.88 & 0.879 & 0.88 & 0.88 \\  & Unified groups; measurement level; AdaBoost (20) & 0.972 & 0.967 & 0.966 & 0.967 & 0.967 \\  & Diverse groups; measurement level; AdaBoost (20) & 0.91 & 0.893 & 0.891 & 0.891 & 0.893 & 0.893 \\  & Abstract level; sum; Gradient Boosting (10) & 0.899 & 0.867 & 0.857 & 0.857 & 0.867 & 0.867 \\  & Measurement level; sum; Gradient Boosting (10) & 0.907 & 0.893 & 0.892 & 0.892 & 0.893 & 0.893 \\  & Unified groups; abstract level; Gradient Boosting (200) & 0.9 & 0.887 & 0.884 & 0.884 & 0.884 & 0.887 & 0.887 \\  & Diverse groups; abstract level; Gradient Boosting (200) & 0.77 & 0.74 & 0.743 & 0.743 & 0.74 & 0.74 \\  & Unified groups; measurement level; Gradient Boosting (10) & 0.907 & 0.893 & 0.892 & 0.892 & 0.893 & 0.893 \\  & Diverse groups; measurement level; Gradient Boosting (10) & 0.878 & 0.86 & 0.859 & 0.859 & 0.86 & 0.86 \\  & Abstract level; sum; Logistic Regression & 0.9 & 0.86 & 0.86 & 0.86 & 0.86 & 0.86 \\  & Measurement level; sum; Logistic Regression & 0.927 & 0.9 & 0.9 & 0.9 & 0.9 & 0.9 \\  & Unified groups; abstract level; Logistic Regression & 0.874 & 0.84 & 0.836 & 0.836 & 0.84 & 0.84 \\  & Diverse groups; abstract level; Logistic Regression & 0.762 & 0.7 & 0.697 & 0.697 & 0.7 & 0.7 \\  & Unified groups; measurement level; Logistic Regression & 0.842 & 0.827 & 0.816 & 0.816 & 0.827 & 0.827 \\  & Diverse groups; measurement level; Logistic Regression & 0.874 & 0.847 & 0.847 & 0.847 & 0.847 & 0.847 \\ \hline
7 LT & Abstract level; sum; RF (20,gini) & 0.853 & 0.827 & 0.818 & 0.818 & 0.827 & 0.827 \\  & Measurement level; sum; RF (20,entropy) & 0.913 & 0.88 & 0.875 & 0.875 & 0.88 & 0.88 \\  & Unified groups; abstract level; RF (10,gini) & 0.865 & 0.807 & 0.789 & 0.789 & 0.807 & 0.807 \\  & Diverse groups; abstract level; RF (200,entropy) & 0.778 & 0.76 & 0.753 & 0.753 & 0.76 & 0.76 \\  & Unified groups; measurement level; RF (100,entropy) & 0.907 & 0.867 & 0.859 & 0.859 & 0.867 & 0.867 \\  & Diverse groups; measurement level; RF (20,entropy) & 0.915 & 0.887 & 0.881 & 0.881 & 0.887 & 0.887 \\  & Abstract level; sum; kNN (3) & 0.619 & 0.58 & 0.582 & 0.582 & 0.58 & 0.58 \\  & Measurement level; sum; kNN (3) & 0.66 & 0.647 & 0.613 & 0.613 & 0.647 & 0.647 \\  & Unified groups; abstract level; kNN (3) & 0.619 & 0.58 & 0.582 & 0.582 & 0.58 & 0.58 \\  & Diverse groups; abstract level; kNN (5) & 0.663 & 0.633 & 0.595 & 0.595 & 0.633 & 0.633 \\  & Unified groups; measurement level; kNN (3) & 0.66 & 0.647 & 0.613 & 0.613 & 0.647 & 0.647 \\  & Diverse groups; measurement level; kNN (3) & 0.707 & 0.687 & 0.664 & 0.664 & 0.687 & 0.687 \\  & Abstract level; sum; AdaBoost (100) & 0.952 & 0.94 & 0.939 & 0.939 & 0.94 & 0.94 \\  & Measurement level; sum; AdaBoost (50) & 0.952 & 0.94 & 0.939 & 0.939 & 0.94 & 0.94 \\  & Unified groups; abstract level; AdaBoost (20) & 0.956 & 0.94 & 0.939 & 0.939 & 0.94 & 0.94 \\  & Diverse groups; abstract level; AdaBoost (100) & 0.899 & 0.88 & 0.878 & 0.878 & 0.88 & 0.88 \\  & Unified groups; measurement level; AdaBoost (20) & 0.957 & 0.947 & 0.945 & 0.945 & 0.947 & 0.947 \\  & Diverse groups; measurement level; AdaBoost (100) & 0.967 & 0.96 & 0.959 & 0.959 & 0.96 & 0.96 \\  & Abstract level; sum; Gradient Boosting (10) & 0.944 & 0.933 & 0.931 & 0.931 & 0.933 & 0.933 \\  & Diverse groups; abstract level; Gradient Boosting (200) & 0.76 & 0.733 & 0.717 & 0.717 & 0.733 & 0.733 \\  & Unified groups; measurement level; Gradient Boosting (100) & 0.963 & 0.953 & 0.95 & 0.95 & 0.953 & 0.953 \\  & Diverse groups; measurement level; Gradient Boosting (200) & 0.899 & 0.887 & 0.882 & 0.882 & 0.887 & 0.887 \\  & Abstract level; sum; Logistic Regression & 0.923 & 0.893 & 0.888 & 0.888 & 0.893 & 0.893 \\  & Measurement level; sum; Logistic Regression & 0.923 & 0.893 & 0.888 & 0.888 & 0.893 & 0.893 \\  & Unified groups; abstract level; Logistic Regression & 0.841 & 0.833 & 0.83 & 0.8  
\begin{table}
\begin{tabular}{l l c c c c c c} \hline \hline \multicolumn{1}{c}{**No.