TY  - BOOK
AU  - Strauß, Tobias
AU  - Wustlich, Welf
AU  - Labahn, Roger
PY  - 2012
DA  - 2012//
TI  - Design strategies for weight matrices of Echo State Networks
T3  - Preprints aus dem Institut für Mathematik
CY  - Germany; Rostock
AB  - 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>
UR  - https://purl.uni-rostock.de/rosdok/id00005823
UR  - https://doi.org/10.18453/rosdok_id00005823
DO  - 10.18453/rosdok_id00005823
LA  - English
N1  - Tobias Strauß, Welf Wustlich, Roger Labahn
ID  - 1986677001
ER  -