Python for Finance: Analyze Big Financial Data

(Elle) #1

The different parameters have the following meaning:


St


Price/level of the underlying at time t


Constant volatility (i.e., standard deviation of returns) of the underlying


K


Strike price of the option


T


Maturity date of the option


r


Constant riskless short rate


Consider now that an option quote for a European call option C* is given. The implied


volatility


imp

is the quantity that solves the implicit Equation 3-2.


Equation 3-2. Implied volatility given market quote for option


There is no closed-form solution to this equation, such that one has to use a numerical


solution procedure like the Newton scheme to estimate the correct solution. This scheme


iterates, using the first derivative of the relevant function, until a certain number of


iterations or a certain degree of precision is reached. Formally, we have Equation 3-3 for


some starting value and for 0 < n < ∞.


Equation 3-3. Newton scheme for numerically solving equations


The partial derivative of the option pricing formula with respect to the volatility is called


Vega and is given in closed form by Equation 3-4.


Equation 3-4. Vega of a European option in BSM model

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