# 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) & 0.506 & 0.506 & 0.504 & 0.504 & 0.506 & 0.506 \\  & Measurement level; sum; RF (20,entropy) & 0.507 & 0.506 & 0.504 & 0.504 & 0.506 & 0.506 \\  & Unified groups; abstract level; RF (10,entropy) & 0.506 & 0.506 & 0.504 & 0.504 & 0.506 & 0.506 \\  & Diverse groups; abstract level; RF (100,entropy) & 0.53 & 0.53 & 0.529 & 0.529 & 0.53 & 0.53 \\  & Unified groups; measurement level; RF (20,entropy) & 0.507 & 0.506 & 0.504 & 0.504 & 0.506 & 0.506 \\  & Diverse groups; measurement level; RF (200,entropy) & 0.521 & 0.521 & 0.519 & 0.519 & 0.521 & 0.521 \\  & Abstract level; sum; KNN (2) & 0.421 & 0.476 & 0.368 & 0.368 & 0.476 & 0.476 \\  & Measurement level; sum; kNN (3) & 0.473 & 0.473 & 0.472 & 0.472 & 0.473 & 0.473 \\  & Unified groups; abstract level; kNN (2) & 0.421 & 0.476 & 0.368 & 0.368 & 0.476 & 0.476 \\  & Diverse groups; abstract level; kNN (2) & 0.517 & 0.516 & 0.502 & 0.502 & 0.516 & 0.516 \\  & Unified groups; measurement level; kNN (3) & 0.473 & 0.473 & 0.472 & 0.472 & 0.473 & 0.473 \\  & Diverse groups; measurement level; kNN (6) & 0.501 & 0.501 & 0.5 & 0.5 & 0.501 & 0.501 \\  & Abstract level; sum; AdaBoost (200) & 0.568 & 0.567 & 0.566 & 0.566 & 0.567 & 0.567 \\  & Measurement level; sum; AdaBoost (20) & 0.582 & 0.581 & 0.581 & 0.581 & 0.581 & 0.581 \\  & Unified groups; abstract level; AdaBoost (200) & 0.568 & 0.567 & 0.566 & 0.566 & 0.567 & 0.567 \\  & Diverse groups; abstract level; AdaBoost (20) & 0.521 & 0.521 & 0.52 & 0.52 & 0.521 & 0.521 \\  & Unified groups; measurement level; AdaBoost (20) & 0.582 & 0.581 & 0.581 & 0.581 & 0.581 & 0.581 \\  & Diverse groups; measurement level; AdaBoost (20) & 0.584 & 0.584 & 0.583 & 0.583 & 0.584 & 0.584 \\  & Abstract level; sum; Gradient Boosting (20) & 0.557 & 0.556 & 0.555 & 0.555 & 0.556 & 0.556 \\  & Measurement level; sum; Gradient Boosting (10) & 0.559 & 0.557 & 0.554 & 0.554 & 0.557 & 0.557 \\  & Unified groups; abstract level; Gradient Boosting (20) & 0.557 & 0.556 & 0.555 & 0.555 & 0.556 & 0.556 \\  & Diverse groups; abstract level; Gradient Boosting (100) & 0.534 & 0.534 & 0.533 & 0.533 & 0.534 & 0.534 \\  & Unified groups; measurement level; Gradient Boosting (10) & 0.559 & 0.557 & 0.554 & 0.554 & 0.557 & 0.557 \\  & Diverse groups; measurement level; Gradient Boosting (50) & 0.555 & 0.555 & 0.555 & 0.555 & 0.555 & 0.555 \\  & Market level; sum; Logistic Regression & 0.508 & 0.508 & 0.506 & 0.506 & 0.508 & 0.508 \\  & Measurement level; sum; Logistic Regression & 0.513 & 0.513 & 0.513 & 0.513 & 0.513 & 0.513 \\  & Unified groups; abstract level; Logistic Regression & 0.508 & 0.508 & 0.506 & 0.506 & 0.508 & 0.508 \\  & Diverse groups; abstract level; Logistic Regression & 0.531 & 0.531 & 0.529 & 0.529 & 0.531 & 0.531 \\  & Unified groups; measurement level; Logistic Regression & 0.513 & 0.513 & 0.513 & 0.513 & 0.513 & 0.513 \\  & Diverse groups; measurement level; Logistic Regression & 0.555 & 0.555 & 0.555 & 0.555 & 0.555 & 0.555 \\ \hline
7 LT & Abstract level; sum; RF (50,entropy) & 0.521 & 0.521 & 0.52 & 0.52 & 0.521 & 0.521 \\  & Measurement level; sum; RF (10,gini) & 0.511 & 0.511 & 0.51 & 0.51 & 0.511 & 0.511 \\  & Unified groups; abstract level; RF (50,entropy) & 0.521 & 0.521 & 0.52 & 0.52 & 0.521 & 0.521 \\  & Diverse groups; abstract level; RF (100,entropy) & 0.537 & 0.536 & 0.535 & 0.535 & 0.536 & 0.536 \\  & Unified groups; measurement level; RF (10,gini) & 0.511 & 0.511 & 0.51 & 0.511 & 0.511 & 0.511 \\  & Diverse groups; measurement level; RF (10,gini) & 0.521 & 0.521 & 0.518 & 0.518 & 0.521 & 0.521 \\  & Abstract level; sum; kNN (2) & 0.419 & 0.483 & 0.357 & 0.357 & 0.483 & 0.483 \\  & Measurement level; sum; kNN (2) & 0.441 & 0.449 & 0.428 & 0.428 & 0.449 & 0.449 \\  & Unified groups; abstract level; kNN (2) & 0.419 & 0.483 & 0.357 & 0.357 & 0.483 & 0.483 \\  & Diverse groups; abstract level; kNN (2) & 0.531 & 0.529 & 0.524 & 0.524 & 0.529 & 0.529 \\  & Unified groups; measurement level; kNN (2) & 0.442 & 0.444 & 0.438 & 0.438 & 0.444 & 0.444 \\  & Diverse groups; measurement level; kNN (5) & 0.519 & 0.518 & 0.512 & 0.512 & 0.518 & 0.518 \\  & Abstract level; sum; AdaBoost (10) & 0.601 & 0.599 & 0.596 & 0.596 & 0.599 & 0.599 \\  & Measurement level; sum; AdaBoost (50) & 0.586 & 0.584 & 0.582 & 0.582 & 0.584 & 0.584 \\  & Unified groups; abstract level; AdaBoost (10) & 0.601 & 0.599 & 0.596 & 0.596 & 0.599 & 0.599 \\  & Diverse groups; abstract level; AdaBoost (10) & 0.524 & 0.524 & 0.524 & 0.524 & 0.524 & 0.524 \\  & Unified groups; measurement level; AdaBoost (50) & 0.586 & 0.584 & 0.582 & 0.582 & 0.584 & 0.584 \\  & Diverse groups; measurement level; AdaBoost (50) & 0.575 & 0.575 & 0.574 & 0.574 & 0.575 & 0.575 \\  & Abstract level; sum; Gradient Boosting (50) & 0.557 & 0.556 & 0.555 & 0.555 & 0.556 & 0.556 \\  & Measurement level; sum; Gradient Boosting (50) & 0.558 & 0.558 & 0.557 & 0.557 & 0.558 & 0.558 \\  & Unified groups; abstract level; Gradient Boosting (50) & 0.529 & 0.529 & 0.528 & 0.528 & 0.529 & 0.529 \\  & Unified groups; measurement level; Gradient Boosting (50) & 0.558 & 0.558 & 0.557 & 0.557 & 0.558 & 0.558 \\  & Diverse groups; measurement level; Gradient Boosting (50) & 0.568 & 0.567 & 0.566 & 0.566 & 0.567 & 0.567 \\  & Abstract level; sum; Logistic Regression & 0.478 & 0.