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The QuantLib C++ library
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How can calculate the American put option's vega,rho? #2016

Open hwypengsir opened 1 month ago

hwypengsir commented 1 month ago

The QuantLib's version in my os:

import QuantLib as ql
ql.__version__
'1.34'

All the arguments related to the put option:

settlementDate = ql.Date(11, ql.July, 2019)
maturity = ql.Date(19, ql.July, 2019)
stock = 0.28
strike = 0.5
riskFreeRate = 0.05
volatility = 1.7

The other part of price valuation:

calendar = ql.UnitedStates(ql.UnitedStates.NYSE)
dayCounter = ql.Actual365Fixed(ql.Actual365Fixed.Standard)
ql.Settings.instance().evaluationDate = todayDate
AmericanExercise(earliestDate, latestDate, payoffAtExpiry=False)
AmericanExercise = ql.AmericanExercise(todayDate,maturity)
optionType = ql.Option.Put    
payoff = ql.PlainVanillaPayoff(type=optionType, strike=strike)
AmericanOption = ql.VanillaOption(payoff=payoff,exercise=AmericanExercise)

underlying = ql.SimpleQuote(stock)
underlyingH = ql.QuoteHandle(underlying)
flatRiskFreeTS = ql.YieldTermStructureHandle(
    ql.FlatForward(
        settlementDate, riskFreeRate, dayCounter))
flatVolTS = ql.BlackVolTermStructureHandle(
    ql.BlackConstantVol(
        settlementDate, calendar,
        volatility, dayCounter))
bsProcess = ql.BlackScholesProcess(
    s0=underlyingH,
    riskFreeTS=flatRiskFreeTS,
    volTS=flatVolTS)

steps = 200
binomial_engine = ql.BinomialVanillaEngine(bsProcess, "crr", steps)
AmericanOption.setPricingEngine(binomial_engine)

The put option's price:

print("Option value =", AmericanOption.NPV())
Option value = 0.22013426651607249

Other Greeks(Delta,Gamma,theta)value:

print("Delta value  =", AmericanOption.delta())
Delta value  = -0.988975537620728
print("Gamma value  =", AmericanOption.gamma())
Gamma value  = 0.5635976654806573
print("Theta value  =", AmericanOption.theta())
Theta value  = -0.03899648147441449

It can't get American put option's vega,rho:

print("Theta value  =", AmericanOption.theta())
Theta value  = -0.03899648147441449
>>> print("Vega value   =", AmericanOption.vega())
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/home/debian/mydoc/lib/python3.11/site-packages/QuantLib/QuantLib.py", line 17245, in vega
    return _QuantLib.OneAssetOption_vega(self)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: vega not provided
>>> print("Rho value    =", AmericanOption.rho())
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/home/debian/mydoc/lib/python3.11/site-packages/QuantLib/QuantLib.py", line 17249, in rho
    return _QuantLib.OneAssetOption_rho(self)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: rho not provided

The AmericanOption contains vega and rho:

'vega' and 'rho' in dir(AmericanOption)
True

Why 'vega' and 'rho' are not provided in runtime?
How can calculate the American put option's vega,rho?
Are there other python libs can work for American BS model?

boring-cyborg[bot] commented 1 month ago

Thanks for posting! It might take a while before we look at your issue, so don't worry if there seems to be no feedback. We'll get to it.

lballabio commented 1 month ago

Hi—unlike European options, which use analytic formulas and can provide all Greeks, American options use a finite-differences numerical method which can't provide vega and rho. You can calculate them by bumping and repricing, as shown in https://www.youtube.com/watch?v=MgUlBB59Ll0.

klausspanderen commented 3 weeks ago

Hi, the BjerksundStenslandApproximationEngine supports all kinds of greeks for American options. It is only an approximation but usually a pretty good one.