4 citations · 6 across the 4 of their papers we have counts for
3 papers · 1 filter
Memory and Information Processing in Recurrent Neural Networks
Alireza Goudarzi, Sarah Marzen, Peter Banda +3
Recurrent neural networks (RNN) are simple dynamical systems whose computational power has been attributed to their short-term memory. Short-term memory of RNNs has been previously…
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…
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…