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Necessary and Sufficient Conditions for Frequency-Based Kelly Optimal Portfolio
Preprint

Necessary and Sufficient Conditions for Frequency-Based Kelly Optimal Portfolio

arXiv.org
25/04/2020

Abstract

Computer Science - Systems and Control Mathematics - Optimization and Control Quantitative Finance - Mathematical Finance Quantitative Finance - Portfolio Management
IEEE Control Systems Letter, vol 5, no 1, pp. 349-354, 2021 In this paper, we consider a discrete-time portfolio withm ≥ 2assets optimization problem which includes the rebalancing frequency as an additional parameter in the maximization. The so-called Kelly Criterion is used as the performance metric; i.e., maximizing the expected logarithmic growth of a trader's account, and the portfolio obtained is called the frequency-based Kelly optimal portfolio. The focal point of this paper is to extend upon the results of our previous work to obtain various optimality characterizations on the portfolio. To be more specific, using Kelly's criterion in our frequency-based formulation, we first prove necessary and sufficient conditions for the frequency-based Kelly optimal portfolio. With the aid of these conditions, we then show several new optimality characterizations such as expected ratio optimality and asymptotic relative optimality, and a result which we call the Extended Dominant Asset Theorem. That is, we prove that thei th asset is dominant in the portfolio if and only if the Kelly optimal portfolio consists of that asset only. The word "extended" on the theorem comes from the fact that it was only a sufficiency result that was proved in our previous work. Hence, in this paper, we improve it to involve a proof of the necessity part. In addition, the trader's survivability issue (no bankruptcy consideration) is also studied in detail in our frequency-based trading framework. Finally, to bridge the theory and practice, we propose a simple trading algorithm using the notion called dominant asset condition to decide when should one triggers a trade. The corresponding trading performance using historical price data is reported as supporting evidence.

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Title
Necessary and Sufficient Conditions for Frequency-Based Kelly Optimal Portfolio
Creators
Chung-Han Hsieh
Resource Type
Preprint
Publication Details
arXiv.org
Language
English
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