[R] Calibrating the risk free interest rate using nlminb
Newbie
lille_knold at hotmail.com
Tue Aug 16 17:14:17 CEST 2011
Dear R-users
I am trying to find a value for the risk free rate minimizing the difference
between a BS call value with impl. volatilities minus the market price of a
call (assuming this is just the average bid ask price)
Here is my data:
http://r.789695.n4.nabble.com/file/n3747509/S%26P_500_calls%2C_jan-jun_2010.csv
S%26P_500_calls%2C_jan-jun_2010.csv
S0 <- 1136.03
q <- 0.02145608
S0 <- spot[10,6]
S0
strike <- marketdata[1:460,9]
T <- marketdata[1:460,17]/365 #Notice the T is measured in years now
implvol <- marketdata[1:460,12]
ask <- marketdata[1:460,10]
bid <- marketdata[1:460,11]
mid_bidask <- (bid + ask) /2
r <- 0.020
And my code:
BS_Call <- function(S0, K, T, r, sigma, q) # Which works
fine
{
sig <- sigma * sqrt(T)
d1 <- (log (S0/K) + (r - q + sigma^2/2) * T ) / sig
d2 <- d1 - sig
Presentvalue <- exp(-r*T)
return (S0 * exp(-q*T) * pnorm(d1) - K*Presentvalue*pnorm(d2))
}
#I now define the function I later want to minimize with respect to r
difference <- function (S0, K, T, r, sigma, q, mid)
{
return(BS_Call(S0, strike, T, r, sigma, q)- mid_bidask))
}
# which gives 460 values as it should, as T = 460
f <- function(x) difference(S0, strike, T, x, implvol, q, mid_bidask)
# If I now run
nlminb(start=r, f)
$par
[1] -0.9800001
$objective
[1] -395.85
$convergence
[1] 0
$iterations
[1] 2
$evaluations
function gradient
3 4
$message
[1] "relative convergence (4)"
# But the risk free interest rate should not be negative, and the objective
function gives an negative values when in should be minizimed to 0.
# I then try adding the following to nlminb, as I understand it to set the
objective function to non-negative
nlminb(start=r, f, control = list(rel.tol=1e-20))
$par
[1] 0.02
$objective
[1] 0
$convergence
[1] 1
$iterations
[1] 0
$evaluations
function gradient
0 0
$message
[1] "'control' component 'rel.tol' = 1e-20, is out of range"
#which always gives me the initial value
I have tried to read other relevant R help posts, but nothing I do seems to
work. Is there anyone who can help me with what I am doing wrong?
I have also try summing the difference function, but the same errors occur.
Thanks
Rikke
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