Time Series Prediction Using Echo State Neural Networks

Implementing time series forecasting with Echo State Neural Networks - demonstrating excellent prediction performance through reservoir computing methodology

Echo State Neural Network (ESN): A High-Performance Recurrent Neural Network with MATLAB Implementation Toolkit

Echo State Neural Network (ESN) is an exceptional recurrent neural network architecture widely studied across multiple domains. This MATLAB toolbox, developed by ESN's original inventors, provides researchers and practitioners with reference implementations and practical utilities for ESN-based applications, featuring reservoir computing mechanisms and efficient training algorithms.