The Maximum-Entropy Distribution of the Future Market Price of a Stock

This paper uses the principle of maximum entropy to construct a probability distribution of future stock price for a hypothetical investor having specified expectations. The result obtained is in good agreement with observations recorded in the literature. Thus, the paper concludes that the hypothet...

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Veröffentlicht in:Operations research 1973-11, Vol.21 (6), p.1200-1211
Hauptverfasser: Cozzolino, John M, Zahner, Michael J
Format: Artikel
Sprache:eng
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Zusammenfassung:This paper uses the principle of maximum entropy to construct a probability distribution of future stock price for a hypothetical investor having specified expectations. The result obtained is in good agreement with observations recorded in the literature. Thus, the paper concludes that the hypothetical individual investor is representative of a large class of investors. This new derivation of the well known random-walk theory of stock-price movements leads to an improved understanding of the model parameters by relating the variance of the random-walk process to the risk aversion of the investors. A practical use of the model is proposed to help the investor form an objective opinion of his skill.
ISSN:0030-364X
1526-5463
DOI:10.1287/opre.21.6.1200