A General Theory of Option Pricing

D. Gershon
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Abstract

We present a new formalism for option pricing that does not require an assumption on the stochastic process of the underlying asset price and yet produces remarkably accurate results versus the market. The new formalism applies for general Markovian stochastic behavior including continuous and discontinuous (jump) processes and in its broadest scheme contains all known models for Markovian option pricing and some new ones. The method is based on obtaining the risk neutral density function that satisfies a consistency condition, guaranteeing no arbitrage. For example, we show that when the underlying asset undergoes a continuous stochastic process with deterministic time dependent standard deviation the formalism produces the Black-Scholes-Merton formula without using a Wiener process. We show that in the general case the price of European options depends only on all the moments of the price return of the underlying asset. We offer a method to calculate the prices of European options when the volatility smile at maturity is independent of the term structure prior to the maturity, as observed in options markets. In the continuous case where only moments up to second order contribute to the price then any set of three option prices with the same maturity contains the information to determine the whole volatility smile for this maturity. In all the many examples we examined our method generates option prices that match the option markets prices very accurately in all asset classes. This confirms that the options market exhibits no-arbitrage. Moreover, using bootstrapping we demonstrate how to determine the conditional density function from inception to maturity, thus allowing the calculation of path dependent options. The new formalism also allows for the replication of ‘W-shape’ volatility smile that infrequently appears in some equity markets.
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期权定价的一般理论
我们提出了一种新的期权定价形式,它不需要对标的资产价格的随机过程进行假设,但相对于市场却能产生非常准确的结果。该方法适用于一般的马尔可夫随机行为,包括连续和不连续(跳跃)过程,并在其最广的格式中包含了所有已知的马尔可夫期权定价模型和一些新模型。该方法基于获得满足一致性条件的风险中性密度函数,保证无套利。例如,我们表明,当标的资产经历具有确定性时间相关标准差的连续随机过程时,形式主义产生布莱克-斯科尔斯-默顿公式,而不使用维纳过程。我们证明,在一般情况下,欧式期权的价格仅取决于标的资产的价格回报的所有时刻。我们提供了一种计算欧洲期权价格的方法,当到期时的波动率微笑与到期前的期限结构无关,正如期权市场所观察到的那样。在连续的情况下,只有二阶矩对价格有贡献,那么具有相同期限的任意三种期权价格都包含确定该期限的整个波动率的信息。在我们研究的所有例子中,我们的方法生成的期权价格非常准确地与所有资产类别的期权市场价格相匹配。这证实了期权市场是无套利的。此外,使用自举,我们演示了如何确定从初始到成熟的条件密度函数,从而允许计算路径相关选项。新的形式主义还允许复制波动性的“w形微笑”,这种微笑在一些股市中很少出现。
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