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IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3
Taxonomy of Neural Transfer Functions
Como, Italy
July 24-July 27
ISBN: 0-7695-0619-4
ASCII Text
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Wlodzislaw Duch, Norbert Jankowski, "Taxonomy of Neural Transfer Functions," Neural Networks, IEEE - INNS - ENNS International Joint Conference on, vol. 3, pp. 3477, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3, 2000.
 
 
BibTex
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@article{ 10.1109/IJCNN.2000.861353,
author = {Wlodzislaw Duch and Norbert Jankowski},
title = {Taxonomy of Neural Transfer Functions},
journal ={Neural Networks, IEEE - INNS - ENNS International Joint Conference on},
volume = {3},
year = {2000},
issn = {1098-7576},
pages = {3477},
doi = {http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.861353},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - CONF
JO - Neural Networks, IEEE - INNS - ENNS International Joint Conference on
TI - Taxonomy of Neural Transfer Functions
SN - 1098-7576
SP
EP
A1 - Wlodzislaw Duch,
A1 - Norbert Jankowski,
PY - 2000
VL - 3
JA - Neural Networks, IEEE - INNS - ENNS International Joint Conference on
ER -
 
Wlodzislaw Duch, Nicholas Copernicus University
Norbert Jankowski, Nicholas Copernicus University
The choice of transfer functions may strongly influence complexity and performance of neural networks used in classification and approximation tasks. Taxonomy of activation and output functions is proposed, allowing generating many transfer functions. Several less-known types of transfer functions and new combinations of activation/output functions are described. Functions parameterize to change from localized to de-localized type; functions with activation based on non-Euclidean distance measures, bi-central functions formed from pairs of sigmoids are discussed.
Citation:
Wlodzislaw Duch, Norbert Jankowski, "Taxonomy of Neural Transfer Functions," ijcnn, vol. 3, pp.3477, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3, 2000
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