Design strategies for weight matrices of Echo State Networks Strauß, Tobias , 1984- (VerfasserIn) Wustlich, Welf (VerfasserIn) Labahn, Roger , 1959- (VerfasserIn) Text Text 2012 2012 eng electronic resourceremoteComputermedienOnline-Ressource1 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--(DE-627)719760879 urn:nbn:de:gbv:28-rosdok_id00005823-5 doi: 10.18453/rosdok_id00005823 oclc: 1621351438 ppn: (DE-627)1986677001