Tag: Time Series Forecasting

All the talks with the tag "Time Series Forecasting".

• Are Transformers Effective for Time Series Forecasting?

  Jyotirmaya Shivottam
  Published:Sep 22, 2023 at  at 07:30 PM

  This talk discusses a recent paper that compares the effectiveness of transformer-based architectures to simple linear (NN) models for long-term time series forecasting tasks. The paper concludes that linear models outperform transformers in these tasks and provides a hypothesis for this observation. We will also briefly discuss some recent papers that use transformers for time series forecasting and end with a discussion on a literature gap in this domain.

• 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.