Search Results for author: Kieran Wood

Found 3 papers, 3 papers with code

Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies

2 code implementations16 Oct 2023 Kieran Wood, Samuel Kessler, Stephen J. Roberts, Stefan Zohren

To deal with such situations, we propose a novel time-series trend-following forecaster that can quickly adapt to new market conditions, referred to as regimes.

Few-Shot Learning Time Series

Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture

3 code implementations16 Dec 2021 Kieran Wood, Sven Giegerich, Stephen Roberts, Stefan Zohren

We introduce the Momentum Transformer, an attention-based deep-learning architecture, which outperforms benchmark time-series momentum and mean-reversion trading strategies.

Time Series Time Series Analysis +1

Slow Momentum with Fast Reversion: A Trading Strategy Using Deep Learning and Changepoint Detection

2 code implementations28 May 2021 Kieran Wood, Stephen Roberts, Stefan Zohren

Back-testing our model over the period 1995-2020, the addition of the CPD module leads to an improvement in Sharpe ratio of one-third.

Change Point Detection Position +1

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