Table of contents

• Introduction

  • A Practical Guide to Applying Echo State Networks
  • Echo State Network

• Tutorials

  • Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters. - 97).

• Founders

  • The "echo state" approach to analysing and training recurrent neural networks. - German National Research Institute for Computer Science
  • Real-time computing without stable states: A new framework for neural computation based on perturbations. - 2560

• Papers

  • Backpropagation-decorrelation: Online recurrent learning with O(N) complexity.
  • Generating Coherent Patterns of Activity from Chaotic Neural Networks.
  • Emergence of Complex Computational Structures From Chaotic Neural Networks Through Reward-Modulated Hebbian Learning.
  • Improving reservoirs using intrinsic plasticity.
  • Reservoir Computing Properties of Neural Dynamics in Prefrontal Cortex.
  • A Robust Model of Gated Working Memory.

• Recent papers

  • Hierarchical-task reservoir for online semantic analysis from continuous speech.
  • SpaRCe: Improved Learning of Reservoir Computing Systems through Sparse Representations.
  • Exploiting multiple timescales in hierarchical echo state networks.
  • Reservoir computing approaches for representation and classification of multivariate time series. - 2179.