Heston model
Heston model
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Heston model

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Heston model

In finance, the Heston model, named after Steven L. Heston, is a mathematical model that describes the evolution of the volatility of an underlying asset. It is a stochastic volatility model: such a model assumes that the volatility of the asset is not constant, nor even deterministic, but follows a random process.

The Heston model assumes that St, the price of the asset, is determined by a stochastic process,

where the volatility is given by a Feller square-root or CIR process,

and are Wiener processes (i.e., continuous random walks) with correlation ρ. The value , being the square of the volatility, is called the instantaneous variance.

The model has five parameters:

If the parameters obey the following condition (known as the Feller condition) then the process is strictly positive

A fundamental concept in derivatives pricing is the risk-neutral measure; this is explained in further depth in the above article. For our purposes, it is sufficient to note the following:

Consider a general situation where we have underlying assets and a linearly independent set of Wiener processes. The set of equivalent measures is isomorphic to Rm, the space of possible drifts. Consider the set of equivalent martingale measures to be isomorphic to a manifold embedded in Rm; initially, consider the situation where we have no assets and is isomorphic to Rm.

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