A Generalized Framework for Simultaneous Long-Short Feedback Trading

We present a generalization of the simultaneous long-short (SLS) trading strategy described in recent control literature wherein we allow for different parameters across the short and long sides of the controller; we refer to this new strategy as generalized SLS (GSLS). Furthermore, we investigate t...

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Veröffentlicht in:IEEE transactions on automatic control 2021-06, Vol.66 (6), p.2652-2663
Hauptverfasser: O'Brien, Joseph D., Burke, Mark E., Burke, Kevin
Format: Artikel
Sprache:eng
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Zusammenfassung:We present a generalization of the simultaneous long-short (SLS) trading strategy described in recent control literature wherein we allow for different parameters across the short and long sides of the controller; we refer to this new strategy as generalized SLS (GSLS). Furthermore, we investigate the conditions under which positive gain can be assured within the GSLS setup for both deterministic stock price evolution and geometric Brownian motion. In contrast to existing literature in this area (which places less emphasis on the practical application of SLS strategies), we suggest optimization procedures for selecting the control parameters based on historical data, and we extensively test these procedures across a large number of real stock price trajectories (495 in total). We find that the implementation of such optimization procedures greatly improves the performance compared with fixing control parameters, and, indeed, the GSLS strategy outperforms the simpler SLS strategy in general.
ISSN:0018-9286
1558-2523
DOI:10.1109/TAC.2020.3011914