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Education and Innovation in Embedded Systems Design

USI Università della Svizzera italiana, USI Faculty of Informatics, Advanced Learning and Research Institute USI Università della Svizzera italiana USI Faculty of Informatics USI Advanced Learning and Research Institute
TitleDetermination of the Edge of Criticality in Echo State Networks Through Fisher Information Maximization
Publication TypeJournal Article
Year of Publication2018
AuthorsLivi, L., F. Maria Bianchi, and C. Alippi
JournalIEEE Transactions on Neural Networks and Learning Systems
Volume29
Pagination706-717
Date PublishedMarch
ISSN2162-237X
KeywordsEcho state network (ESN), echo state networks, edge of criticality, ESN, Fisher information, Fisher information matrix, Fisher information maximization, Jacobian matrices, Learning systems, Neurons, nonparametric estimation, nonparametric estimator, nonparametric statistics, prediction error, Probability density function, recurrent neural nets, recurrent neural networks, Reservoirs, RNN, short-term memory capacity, Training
DOI10.1109/TNNLS.2016.2644268