Sequential Quadratic Programming Method for Volatility Estimation in Option Pricing

Sequential Quadratic Programming Method for Volatility Estimation in Option Pricing

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Article ID: iaor200912341
Country: United States
Volume: 139
Issue: 3
Start Page Number: 515
End Page Number: 540
Publication Date: Dec 2008
Journal: Journal of Optimization Theory and Applications
Authors: , ,
Keywords: programming: quadratic
Abstract:

Our goal is to identify the volatility function in Dupire's equation from given option prices. Following an optimal control approach in a Lagrangian framework, a globalized sequential quadratic programming (SQP) algorithm combined with a primal–dual active set strategy is proposed. Existence of local optimal solutions and of Lagrange multipliers is shown. Furthermore, a sufficient second–order optimality condition is proved. Finally, some numerical results are presented underlining the good properties of the numerical scheme.

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