Zhu, Fan. 2012. Factor
Models For Call Price Surface Without Static Arbitrage. Doctoral
Dissertation, Cornell University.
Although stochastic
volatility models and local volatility model are very popular among the market
practitioner for exotic option pricing and hedging, they have several critical
defects both in theory and practice. We develop a new methodology for equity
exotic option pricing and hedging within the market based approach framework.
We build stochastic factor models for the whole surface of European call option
prices directly from the market data, and then use this model to price exotic
options, which is not liquidly traded. The factor models are built based on
Karhunen-Loeve decomposition, which can be viewed as an infinite dimensional
PCA. We develop the mathematical framework of centered and uncentered versions
of the Karhunen-Loeve decomposition and study how to incorporate critical shape
constraints. The shape constraints are important because no static arbitrage
conditions should be satisfied by our factor models. We discuss this
methodology theoretically and investigate it by applying to the simulated data.
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