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. Author manuscript; available in PMC: 2023 May 1.

Published in final edited form as: Neuroscience. 2021 Aug 6;489:262–274. doi: 10.1016/j.neuroscience.2021.07.036

Table 5:

Trial Numbers for Figure S2, Comparing Nonlinear Activation Functions for the Dendrite Nodes in the FCNN For Each Dataset.

MNIST

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree
ReLU	10	10	10	10	10	10
LReLU	10	10	10	10	10	10
Sigmoid	10	10	10	10	10	10
Swish	10	10	10	10	10	10
NaCaK	10	10	10	10	10	10

FMNIST

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree
ReLU	7	10	10	10	10	10
LReLU	10	10	10	10	10	10
Sigmoid	10	10	10	10	10	10
Swish	10	10	10	10	10	10
NaCaK	10	10	10	10	10	10

KMNIST

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree

ReLU	10	10	10	10	10	10
LReLU	10	10	10	10	10	10
Sigmoid	10	10	10	10	10	10
Swish	10	10	10	10	10	10
NaCaK	10	10	10	10	10	10

EMNIST

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree

ReLU	10	10	10	10	10	10
LReLU	10	10	10	10	10	10
Sigmoid	10	10	10	10	10	10
Swish	10	10	10	10	10	10
NaCaK	10	10	10	10	10	10

SVHN

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree

ReLU	1	0	1	4	2	5
LReLU	4	6	8	6	7	9
Sigmoid	1	0	1	0	2	1
Swish	2	2	0	1	0	2
NaCaK	0	1	0	0	1	0

USPS

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree

ReLU	8	10	10	10	10	10
LReLU	10	10	10	10	10	10
Sigmoid	10	10	10	10	10	10
Swish	10	10	10	10	10	10
NaCaK	10	10	10	10	10	10

CIFAR10

	1-tree	2-tree	4-tree	8-tree	16-tree	32-tree

ReLU	0	1	1	2	2	3
LReLU	9	9	9	10	7	8
Sigmoid	5	6	4	6	6	3
Swish	5	4	5	4	6	3
NaCaK	8	8	10	10	10	10