Detail publikace

Option Pricing: The empirical tests of the Black-Scholes pricing formula and the feed-forward networks

Autor: Mgr. Michaela Vlasáková-Baruníková (Hlínková) ,
Typ: IES Working Papers
Rok: 2009
Číslo: 16
ISSN / ISBN:
Publikováno v: IES Working Papers 16/2009
Místo vydání: Prague
Klíčová slova: option pricing, neural networks
JEL kódy: C45, G13
Citace: Vlasáková Baruníková, M. (2009). “ Option Pricing: The empirical tests of the Black-Scholes pricing formula and the feed-forward networks ” IES Working Paper 16/2009. IES FSV. Charles University.
Abstrakt: In this article we evaluate the pricing performance of the rather simple but revolutionary Black-Scholes model and one of the more complex techniques (neural networks) on the European-style S&P Index call and put options over the period of 1.6.2006 till 8.6.2007. Our results on call options show that generally Black-Scholes model performs better than simple generalized feed-forward networks. On the other hand neural networks performance is improving as the option goes deep in the money and as days to expiration increase, compared to the worsening performance of the BS models. Neural networks seem to correct for the well-known Black-Scholes model moneyness and maturity biases.
Ke stažení: WP 2009_16_Vlasakova Barunikova
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