Hybrid artificial neural networks for efficient valuation of real options and financial derivatives

Hybrid artificial neural networks for efficient valuation of real options and financial derivatives

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Article ID: iaor20071102
Country: Germany
Volume: 2
Issue: 2
Start Page Number: 155
End Page Number: 161
Publication Date: Mar 2005
Journal: Computational Management Science
Authors: ,
Keywords: neural networks
Abstract:

A hybrid valuation methodology is proposed and tested for improving the efficiency of contingent claims pricing by combining Artificial Neural Networks (ANN) and conventional parametric option pricing techniques. With one application on financial derivatives and one on real options the method's superiority is demonstrated. The resulting efficiency is instrumental for real time applications.

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