2 code implementations • 16 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.
3 code implementations • 16 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.
2 code implementations • 28 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.