Created
October 29, 2011 20:20
-
-
Save Daijunxu/1325037 to your computer and use it in GitHub Desktop.
Vectorizing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
%% Import test data | |
CLC=xlsread('CL.xlsx','CallOptions'); | |
%% plot and compare | |
figure % CL | |
% Call option of CL | |
% Bisection methods | |
[EstimatedPrice,Interations,CL_B_call_bid]=arrayfun(@bisection_iv,CLC(:,3),CLC(:,1),CLC(:,2),0.0012.*ones(length(CLC),1),0.25.*ones(length(CLC),1)); | |
subplot(2,2,1);plot(CL_B_call_bid,CLC(:,2)) | |
title('Besection methods implied volatility for call option in CL') | |
hold on | |
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% | |
function [ EstimatedPrice,Interations,ImpliedVolatility ] = bisection_iv(optpx,S,K,r,T) | |
% Using bisection methods to find the implied volatility | |
% Set the Black Scholers methods to calculate options price | |
flag=1; % Default option type is call | |
d1=@(S,K,r,vol,T)(log(S./K)+(r+vol.^2./2).*T)./(vol.*sqrt(T)); | |
d2=@(S,K,r,vol,T)(log(S./K)+(r-vol.^2./2).*T)./(vol.*sqrt(T)); | |
bscallpx=@(S,K,r,vol,T)S.*cdf('norm',d1(S,K,r,vol,T))-K.*exp(-r.*T).*cdf('norm',d2(S,K,r,vol,T)); | |
bsputpx=@(S,K,r,vol,T)K.*exp(-r.*T).*cdf('norm',-d2(S,K,r,vol,T))-S.*cdf('norm',-d1(S,K,r,vol,T)); | |
bspx=@(S,K,r,vol,T,flag)flag.*bscallpx(S,K,r,vol,T)+(1-flag).*bsputpx(S,K,r,vol,T); | |
%bsvega=@(S,K,r,vol,T)S.*pdf('norm',d1(S,K,r,vol,T)).*sqrt(T); | |
Threshold=0.000001; | |
vol_lb=0; % define a lowerbound to guess implied volatility | |
vol_ub=2; % define a upbound to guess implied volatility | |
vol=(vol_ub+vol_lb)./2; | |
i=1; | |
while(abs(optpx-bspx(S,K,r,vol,T,flag))/optpx>Threshold) % Set the accuracy | |
if optpx>bspx(S,K,r,vol,T,flag) | |
vol_lb=vol; | |
vol=(vol+vol_ub)/2; | |
else | |
vol_ub=vol; | |
vol=(vol+vol_lb)/2; | |
end | |
i=i+1; | |
end | |
EstimatedPrice=bspx(S,K,r,vol,T,flag); | |
Interations=i; | |
ImpliedVolatility=vol; | |
end |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment