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. Author manuscript; available in PMC: 2021 Dec 8.

Published in final edited form as: IEEE/ACM Trans Comput Biol Bioinform. 2020 Dec 8;17(6):1846–1857. doi: 10.1109/TCBB.2019.2910061

TABLE IV.

Performance (mean ± standard deviation) on the perturbagen identity task on the MGH NeuroBank Corpus.

Classifier Name	Level 5		Level 4
Classifier Name	Accuracy	Macro F1	Accuracy	Macro F1
GCNN	46.0 ± 9.90	44.0 ± 10.8	54.6 ± 3.94	56.4 ± 3.94
FF-ANN	63.2 ± 10.3	62.7 ± 10.8	57.3 ± 4.12	58.9 ± 4.00
KNNs	46.9 ± 8.13	44.7 ± 9.15	44.9 ± 3.74	45.7 ± 3.61
Linear Classifier	52.3 ± 9.61	51.4 ± 10.0	49.1 ± 3.98	50.2 ± 3.63
Random Forest	48.0 ± 8.96	44.7 ± 9.15	43.2 ± 4.87	42.7 ± 4.75
Decision Tree	26.7 ± 8.07	25.6 ± 7.45	27.0 ± 2.02	26.4 ± 1.79
Majority Class	7.56 ± 2.37	0.23 ± 0.07	6.88 ± 0.77	0.21 ± 0.02