quantfin-0.1.0.1: src/Quant/VolSurf.hs
module Quant.VolSurf (
VolSurf (..)
, FlatSurf (..)
) where
import Quant.YieldCurve
{- | The 'VolSurf' class defines the
basic operations of a volatility surface.
Minimal complete definition: 'vol'.
-}
class VolSurf a where
-- | Calculate the implied vol for a given strike/maturity.
vol :: VolSurf a => a -> Double -> Double -> Double
-- | Calculate the variance at a given strike/maturity.
var :: VolSurf a => a -> Double -> Double -> Double
var vs s t = v*v*t
where v = vol vs s t
-- | Calculates Dupire local vol for a given strike/maturity/forward generating yield curve.
localVol :: (VolSurf a, YieldCurve b) => a -- ^ Volatility surface
-> Double -- ^ Initial stock price
-> b -- ^ 'YieldCurve' to generate forwards
-> Double -- ^ Current stock level
-> Double -- ^ Time
-> Double -- ^ Local volatility
localVol v s0 rcurve k t
| w==0.0 || solution<0.0 = sqrt dwdt
| otherwise = sqrt solution
where
dr = disc rcurve t
f = s0/dr
y = log $ k/f
dy = 1.0E-6
[kp, km] = [k*exp dy, k/exp dy]
[w, wp, wm] = map (\x->var v (x/s0) t) [k, kp, km]
dwdy = (wp-wm)/2.0/dy
d2wdy2 = (wp-2.0*w+wm)/dy/dy
dt = min 0.0001 (t/2.0)
dwdt = let
strikept = k*dr/drpt
strikemt = k*dr/drmt
drpt = disc rcurve $ t+dt
drmt = disc rcurve $ t-dt
in case t of
0 -> (var v (strikept/s0) (t+dt) -w)/dt
_ -> (var v (strikept/s0) (t+dt)-var v (strikemt/s0) (t-dt))/2.0/dt
solution = dwdt/(1.0-y/w*dwdy+0.25*(-0.25-1.0/w+y*y/w/w)*dwdy*dwdy+0.5*d2wdy2)
-- |A flat surface has one volatility at all times/maturities.
data FlatSurf = FlatSurf Double
instance VolSurf FlatSurf where
vol (FlatSurf x) _ _ = x