Introduction to Implied, Local and Stochastic Volatility
Implied Volatility - Ito's Lemma
Applying Ito to the Hedging Portfolio
Risk-Neutralization and No-Arbitrage
Implied Volatility (Smiles and Skews)
Coupled SDEs for Stochastic Volatility
Risk-Neutralization and No-Arbitrage
Exact Solution for Heston Volatility
Now if we choose φ = ∂V/∂S, the square-bracketed terms from {7} disappear and change the Π to be deterministic, e.g. the portfolio is instantaneously risk-free (no random numbers are involved). Hence by the principle of no-arbitrage , Π must instantaneously earn the risk-free bank rate "r":
dΠ = rΠdt
Substituting the value of the portfolio:
dΠ = r (V − φS) dt
and combining this equation with {7}, dividing by dt and rearranging, we get:
(8)
This is the Black-Scholes equation and is a linear parabolic partial differential equation. In fact, almost all partial differential equations in finance are of a similar form. The Black-Scholes equation was first written down in 1969 but a few years passed, with Fisher Black and Myron Scholes justifying the model, before it was published. The derivation of the equation was finally published in 1973, although the call and put formulae had been published a year earlier.
Exact Solution for Black-Scholes Equation
We can say for the general Black-Scholes equation {8} that, for a European (vanilla) option that has boundary conditions or payoff:
(9)
we can find the explicit solution for V (S, T ):
(10)
where:
where N (d) is the standard normal cumulative distribution function (cdf ).
Prof. Klaus Schmitz

Introduction to Implied, Local and Stochastic Volatility
The purpose of this document is to introduce implied, local and stochastic volatility, to review evidence of non-constant volatility, and to consider the implications for option pricing of alternative random or stochastic volatility models. We focus on continuous time diffusion models for the volatility, but we also briefly discuss certain classes of discrete time models, such as ARV or ARCH.
By Prof. Klaus Erich Schmitz Abe