Echo state networks with filter neurons and a delay\&sum readout

DOI10.1016/j.neunet.2009.07.004zbMath1396.68094OpenAlexW2031645826WikidataQ30544908 ScholiaQ30544908MaRDI QIDQ1784552

Georg Holzmann, Helmut Hauser

Publication date: 27 September 2018

Published in: Neural Networks (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.neunet.2009.07.004

zbMATH Keywords

time series predictionreservoir computingecho state networksdelay learningnonlinear dynamical system modeling

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items (8)

Regularized Variational Bayesian Learning of Echo State Networks with Delay&Sum Readout ⋮ Unnamed Item ⋮ Echo state network activation function based on bistable stochastic resonance ⋮ Delay-dependent stability analysis of the QUAD vector field fractional order quaternion-valued memristive uncertain neutral type leaky integrator echo state neural networks ⋮ Feature Extraction of Surface Electromyography Based on Improved Small-World Leaky Echo State Network ⋮ Readouts for echo-state networks built using locally regularized orthogonal forward regression ⋮ ANOVA method applied to proton exchange membrane fuel cell ageing forecasting using an echo state network ⋮ A new echo state network with variable memory length

Uses Software

• Evolino

Cites Work

• Turing computability with neural nets
• Optimization and applications of echo state networks with leaky- integrator neurons
• Decoupled echo state networks with lateral inhibition
• An experimental unification of reservoir computing methods
• Acoustic MIMO signal processing
• Training Recurrent Networks by Evolino
• Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations
• Unnamed Item
• Unnamed Item
• Unnamed Item

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