Breaking the Trend: How to Avoid Cherry-Picked Signals

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.

Publication Details

Journal
ArXiv.org
Published
2025-04-15
Primary Topic
Game Theory and Applications
Type
article
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article

Breaking the Trend: How to Avoid Cherry-Picked Signals

ArXiv.org
Game Theory and Applications
article

Breaking the Trend: How to Avoid Cherry-Picked Signals

article en

Abstract

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.

ArXiv.org
Openalex Percentile: Top 42%
Game Theory and Applications
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Breaking the Trend: How to Avoid Cherry-Picked Signals · ArXiv.org (2025) | TGRS Research Map | TGRS