469 citations · 2.4k across the 38 of their papers we have counts for
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cs.NE2015★ 1 cited
Exploring Transfer Function Nonlinearity in Echo State Networks
Alireza Goudarzi, Alireza Shabani, Darko Stefanovic
Supralinear and sublinear pre-synaptic and dendritic integration is considered to be responsible for nonlinear computation power of biological neurons, emphasizing the role of nonl…
cs.NE2015★ 4 cited
Product Reservoir Computing: Time-Series Computation with Multiplicative Neurons
Alireza Goudarzi, Alireza Shabani, Darko Stefanovic
Echo state networks (ESN), a type of reservoir computing (RC) architecture, are efficient and accurate artificial neural systems for time series processing and learning. An ESN con…