Breaking the Trend: How to Avoid Cherry-Picked Signals

Fuente: arXiv
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Auteur principal: Valeyre, Sebastien
Format: Preprint
Publié: 2025
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author Valeyre, Sebastien
author_facet Valeyre, Sebastien
contents Our empirical results show an impressive fit with the pretty complex theoretical Sharpe formula of a trend-following strategy depending on the parameter of the signal, which was derived by by Grebenkov and Serror (2014). That empirical fit convinces us that a mean-reversion process with only one time scale is enough to model, in a pretty precise way, the reality of the trend-following mechanism at the average scale of CTAs and as a consequence, using only one simple EMA, appears optimal to capture the trend. As a consequence, using a complex basket of different complex indicators as signal, do not seem to be so rational or optimal and exposes to the risk of cherry-picking.
format Preprint
id arxiv_https___arxiv_org_abs_2504_10914
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Breaking the Trend: How to Avoid Cherry-Picked Signals
Valeyre, Sebastien
Portfolio Management
Our empirical results show an impressive fit with the pretty complex theoretical Sharpe formula of a trend-following strategy depending on the parameter of the signal, which was derived by by Grebenkov and Serror (2014). That empirical fit convinces us that a mean-reversion process with only one time scale is enough to model, in a pretty precise way, the reality of the trend-following mechanism at the average scale of CTAs and as a consequence, using only one simple EMA, appears optimal to capture the trend. As a consequence, using a complex basket of different complex indicators as signal, do not seem to be so rational or optimal and exposes to the risk of cherry-picking.
title Breaking the Trend: How to Avoid Cherry-Picked Signals
topic Portfolio Management
url https://arxiv.org/abs/2504.10914