Design strategies for weight matrices of Echo State Networks
Strauß, Tobias
1984-
VerfasserIn
aut
Wustlich, Welf
VerfasserIn
aut
Labahn, Roger
1959-
VerfasserIn
aut
text
Text
gw
2012
monographic
XA-DE
Rostock
University of Rostock, Institute of Mathematics
publisher
2012
Rostock
Universitätsbibliothek
distributor
eng
1 Online-Ressource (29 Seiten)
This article develops approaches to generate dynamical reservoirs of ESNs with desired properties reducing the amount of randomness. It is possible to create weight matrices with a predefined singular value spectrum. The procedure guarantees stability (Echo State property) and minimizes the Impact of noise on the training process. The final reservoir types were already known in the literature but related Input weights were out of the scope of previous articles. But our experiments show, that well chosen input weights can improve performance.<eng>
Open Access
Urheberrechtsschutz 1.0
Tobias Strauß, Welf Wustlich, Roger Labahn
510
https://purl.uni-rostock.de/rosdok/id00005823
Design strategies for weight matrices of echo state networks
Rostock : Inst. für Mathematik, 2012
Druck-Ausgabe
(DE-627)719760879
Strauß, Tobias
Preprints aus dem Institut für Mathematik
12/1
urn:nbn:de:gbv:28-rosdok_id00005823-5
10.18453/rosdok_id00005823
1621351438
rda
DE-627
261013
1986677001
20261013T150510.0
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