Last active
December 17, 2015 03:09
-
-
Save AndrasKovacs/5541570 to your computer and use it in GitHub Desktop.
Pricing options with a binary tree approximation (CRR). Branches with very small differences in share price (beyond the precision of 64bit floats) are treated as equal and thus not recomputed.
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 Text.Printf | |
import Control.Monad.State.Strict | |
import qualified Data.HashMap.Strict as HM | |
data OptType = Call | Put deriving (Show, Enum) | |
data Continent = Am | Eur deriving (Show, Enum) | |
optPrice optType continent s k sigma rf dt n divPayments = let | |
u = exp (sigma * sqrt dt) | |
d = 1 / u | |
df = exp (-rf*dt) | |
pu = (1 / df - d) / (u - d) | |
pd = 1 - pu | |
intrVal = max 0 . ([negate, id] !! fromEnum optType) . (-) k | |
divf s t = maybe s ($s) (HM.lookup t divPayments) | |
eurOpt (s, t) = go eurOpt (divf s t, t) | |
amOpt (s, t) = do | |
let s' = divf s t | |
nxt <- go amOpt (s', t) | |
return $ maximum [nxt, intrVal s, intrVal s'] | |
memoize k arg = gets (HM.lookup arg) >>= | |
maybe (do res <- k arg | |
modify (HM.insert arg res) | |
return res) | |
(return) | |
go k (s, t) | t == n = return $ intrVal s | |
go k (s, t) = do | |
[down, up] <- mapM (memoize k) [(d*s, t + 1), (u*s, t + 1)] | |
return $ (pd*down + pu*up) * df | |
in evalState (([amOpt, eurOpt] !! fromEnum continent) (s, 0)) (HM.empty) | |
test :: [(Integer, (Double -> Double))] -> IO () | |
test divs = sequence_ [printf "%s %s: %.3f\n" (show a) (show b) price | | |
a <- [Am, Eur], b <- [Call, Put], | |
let price = optPrice b a 150 200 0.2 0.09 0.5 100 (HM.fromList divs)] | |
main = do | |
printf "---- Options ---- \n\n" | |
printf "No dividend:\n" | |
test [] | |
printf "\nVariable dividend:\n" | |
test [(2, (*0.9)), (10, (*0.8))] | |
printf "\nFix dividend:\n" | |
test [(2, subtract 15)] |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment