Tag: Echo State Networks

All the talks with the tag "Echo State Networks".

• Exploring Long-term (Time-)Series Forecasting (LTSF) using Echo State Networks (ESNs) and comparisons with Single-Layer Perceptron (SLP), MLP, LSTM and especially Attention-based methods

  Jyotirmaya Shivottam
  Published:Sep 12, 2023 at  at 12:14 AM

  This talk will explore Echo State Networks (ESNs) and their applications in Long-term (Time-)Series Forecasting (LTSF). We will compare ESNs with Single-Layer Perceptron (SLP), Multi-Layer Perceptron (MLP), Long Short-Term Memory (LSTM) networks, and especially attention-based methods for LTSF.