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Follow the Leader: Enhancing Systematic Trend-Following Using Network Momentum

2025/01/13 by Li, Linze, Ferreira, William
#FOS: Economics and business #Mathematical Finance (q-fin.MF) #Trading and Market Microstructure (q-fin.TR)

paper · doi:10.48550/arxiv.2501.07135

Abstract

We present a systematic, trend-following strategy, applied to commodity futures markets, that combines univariate trend indicators with cross-sectional trend indicators that capture so-called \em momentum spillover, which can occur when there is a lead-lag relationship between the trending behaviour of different markets. Our strategy utilises two methods for detecting lead-lag relationships, with a method for computing \em network momentum, to produce a novel trend-following indicator. We use our new trend indicator to construct a portfolio whose performance we compare to a baseline model which uses only univariate indicators, and demonstrate statistically significant improvements in Sharpe ratio, skewness of returns, and downside performance, using synthetic bootstrapped data samples taken from time-series of actual prices.

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