On the Effect of Alpha Decay and Transaction Costs on the Multi-period Optimal Trading Strategy

Chutian Ma and Paul Smith

Papers from arXiv.org

Abstract: We consider the multi-period portfolio optimization problem with a single asset that can be held long or short. Due to the presence of transaction costs, maximizing the immediate reward at each period may prove detrimental, as frequent trading results in consistent negative cash outflows. To simulate alpha decay, we consider a case where not only the present value of a signal, but also past values, have predictive power. We formulate the problem as an infinite horizon Markov Decision Process and seek to characterize the optimal policy that realizes the maximum average expected reward. We propose a variant of the standard value iteration algorithm for computing the optimal policy. Establishing convergence in our setting is nontrivial, and we provide a rigorous proof. Addtionally, we compute a first-order approximation and asymptotics of the optimal policy with small transaction costs.

Date: 2025-02
References: View references in EconPapers View complete reference list from CitEc
Citations:

Downloads: (external link)
http://arxiv.org/pdf/2502.04284 Latest version (application/pdf)

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:arx:papers:2502.04284

Access Statistics for this paper

More papers in Papers from arXiv.org
Bibliographic data for series maintained by arXiv administrators ().