Background
In the 60s, economists that the pricing of options were independent of pricing of underlying assets. Nowadays, we can see that, if the underlying assets were obeying of a Brownian Motion, there is no additional degree of freedom that options can bring: that knowing the stocks will tell you exactly through a DiffEQ how the option will evolve.
The idea, then, is that you can replicate options: by dynamically buying and selling pairs of securities in the same way as the option, your new portfolio can track the option exactly.
Of course, there is a certain amount of volatility associated with Brownian Motion markets.
Unfortunately, there is no one fixed volatility which can be used to model all options; you can fit a volatility given all strike prices—creating an implied volatility surface.
Otherwise, you can also model volatility as a random variable, a stochastic process modeled by stochastic volatility.
Reading
- pg 350-352: diffusion are described by stochastic differential equations
Option Pricing
A Vanilla Call
Given some current price
We can use the option info to calculate the implied volatility.