QuantLib: EquityOption.cpp

A free/open-source library for quantitative finance Reference manual - version 1.20

EquityOption.cpp

For a given set of option parameters, this example computes the value of three different equity options types (with european, bermudan and american exercise features) using different valuation algorithms. The calculation methods are Black-Scholes (for european options only), Barone-Adesi/Whaley (american-only), Bjerksund/Stensland (american), Integral (european), finite differences, binomial trees, crude Monte Carlo (european-only) and Sobol-sequence Monte Carlo (european-only).

/* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */
#include <ql/qldefines.hpp>
#ifdef BOOST_MSVC
# include <ql/auto_link.hpp>
#endif
#include <ql/instruments/vanillaoption.hpp>
#include <ql/pricingengines/vanilla/binomialengine.hpp>
#include <ql/pricingengines/vanilla/analyticeuropeanengine.hpp>
#include <ql/pricingengines/vanilla/analytichestonengine.hpp>
#include <ql/pricingengines/vanilla/baroneadesiwhaleyengine.hpp>
#include <ql/pricingengines/vanilla/bjerksundstenslandengine.hpp>
#include <ql/pricingengines/vanilla/batesengine.hpp>
#include <ql/pricingengines/vanilla/integralengine.hpp>
#include <ql/pricingengines/vanilla/fdblackscholesvanillaengine.hpp>
#include <ql/pricingengines/vanilla/mceuropeanengine.hpp>
#include <ql/pricingengines/vanilla/mcamericanengine.hpp>
#include <ql/pricingengines/vanilla/analyticeuropeanvasicekengine.hpp>
#include <ql/time/calendars/target.hpp>
#include <ql/utilities/dataformatters.hpp>
#include <ql/models/shortrate/onefactormodels/vasicek.hpp>
#include <iostream>
#include <iomanip>
using namespace QuantLib;
#if defined(QL_ENABLE_SESSIONS)
namespace QuantLib {
ThreadKey sessionId() { return 0; }
}
#endif
int main(int, char* []) {
try {
std::cout << std::endl;
// set up dates
Calendar calendar = TARGET();
Date todaysDate(15, May, 1998);
Date settlementDate(17, May, 1998);
Settings::instance().evaluationDate() = todaysDate;
// our options
Option::Type type(Option::Put);
Real underlying = 36;
Real strike = 40;
Spread dividendYield = 0.00;
Rate riskFreeRate = 0.06;
Volatility volatility = 0.20;
Date maturity(17, May, 1999);
DayCounter dayCounter = Actual365Fixed();
std::cout << "Option type = " << type << std::endl;
std::cout << "Maturity = " << maturity << std::endl;
std::cout << "Underlying price = " << underlying << std::endl;
std::cout << "Strike = " << strike << std::endl;
std::cout << "Risk-free interest rate = " << io::rate(riskFreeRate)
<< std::endl;
std::cout << "Dividend yield = " << io::rate(dividendYield)
<< std::endl;
std::cout << "Volatility = " << io::volatility(volatility)
<< std::endl;
std::cout << std::endl;
std::string method;
std::cout << std::endl ;
// write column headings
Size widths[] = { 35, 14, 14, 14 };
std::cout << std::setw(widths[0]) << std::left << "Method"
<< std::setw(widths[1]) << std::left << "European"
<< std::setw(widths[2]) << std::left << "Bermudan"
<< std::setw(widths[3]) << std::left << "American"
<< std::endl;
std::vector<Date> exerciseDates;
for (Integer i=1; i<=4; i++)
exerciseDates.push_back(settlementDate + 3*i*Months);
ext::shared_ptr<Exercise> europeanExercise(
new EuropeanExercise(maturity));
ext::shared_ptr<Exercise> bermudanExercise(
new BermudanExercise(exerciseDates));
ext::shared_ptr<Exercise> americanExercise(
new AmericanExercise(settlementDate,
maturity));
Handle<Quote> underlyingH(
ext::shared_ptr<Quote>(new SimpleQuote(underlying)));
// bootstrap the yield/dividend/vol curves
Handle<YieldTermStructure> flatTermStructure(
ext::shared_ptr<YieldTermStructure>(
new FlatForward(settlementDate, riskFreeRate, dayCounter)));
Handle<YieldTermStructure> flatDividendTS(
ext::shared_ptr<YieldTermStructure>(
new FlatForward(settlementDate, dividendYield, dayCounter)));
Handle<BlackVolTermStructure> flatVolTS(
ext::shared_ptr<BlackVolTermStructure>(
new BlackConstantVol(settlementDate, calendar, volatility,
dayCounter)));
ext::shared_ptr<StrikedTypePayoff> payoff(
new PlainVanillaPayoff(type, strike));
ext::shared_ptr<BlackScholesMertonProcess> bsmProcess(
new BlackScholesMertonProcess(underlyingH, flatDividendTS,
flatTermStructure, flatVolTS));
// options
VanillaOption europeanOption(payoff, europeanExercise);
VanillaOption bermudanOption(payoff, bermudanExercise);
VanillaOption americanOption(payoff, americanExercise);
// Analytic formulas:
// Black-Scholes for European
method = "Black-Scholes";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new AnalyticEuropeanEngine(bsmProcess)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
//Vasicek rates model for European
method = "Black Vasicek Model";
Real r0 = riskFreeRate;
Real a = 0.3;
Real b = 0.3;
Real sigma_r = 0.15;
Real riskPremium = 0.0;
Real correlation = 0.5;
ext::shared_ptr<Vasicek> vasicekProcess(new Vasicek(r0, a, b, sigma_r, riskPremium));
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new AnalyticBlackVasicekEngine(bsmProcess, vasicekProcess, correlation)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// semi-analytic Heston for European
method = "Heston semi-analytic";
ext::shared_ptr<HestonProcess> hestonProcess(
new HestonProcess(flatTermStructure, flatDividendTS,
underlyingH, volatility*volatility,
1.0, volatility*volatility, 0.001, 0.0));
ext::shared_ptr<HestonModel> hestonModel(
new HestonModel(hestonProcess));
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new AnalyticHestonEngine(hestonModel)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// semi-analytic Bates for European
method = "Bates semi-analytic";
ext::shared_ptr<BatesProcess> batesProcess(
new BatesProcess(flatTermStructure, flatDividendTS,
underlyingH, volatility*volatility,
1.0, volatility*volatility, 0.001, 0.0,
1e-14, 1e-14, 1e-14));
ext::shared_ptr<BatesModel> batesModel(new BatesModel(batesProcess));
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BatesEngine(batesModel)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// Barone-Adesi and Whaley approximation for American
method = "Barone-Adesi/Whaley";
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BaroneAdesiWhaleyApproximationEngine(bsmProcess)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << "N/A"
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Bjerksund and Stensland approximation for American
method = "Bjerksund/Stensland";
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BjerksundStenslandApproximationEngine(bsmProcess)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << "N/A"
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Integral
method = "Integral";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new IntegralEngine(bsmProcess)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// Finite differences
Size timeSteps = 801;
method = "Finite differences";
ext::shared_ptr<PricingEngine> fdengine =
ext::make_shared<FdBlackScholesVanillaEngine>(bsmProcess,
timeSteps,
timeSteps-1);
europeanOption.setPricingEngine(fdengine);
bermudanOption.setPricingEngine(fdengine);
americanOption.setPricingEngine(fdengine);
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Jarrow-Rudd
method = "Binomial Jarrow-Rudd";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<JarrowRudd>(bsmProcess,timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<JarrowRudd>(bsmProcess,timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<JarrowRudd>(bsmProcess,timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
method = "Binomial Cox-Ross-Rubinstein";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess,
timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess,
timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess,
timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Additive equiprobabilities
method = "Additive equiprobabilities";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess,
timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess,
timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess,
timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Binomial Trigeorgis
method = "Binomial Trigeorgis";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Trigeorgis>(bsmProcess,timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Trigeorgis>(bsmProcess,timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Trigeorgis>(bsmProcess,timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Binomial Tian
method = "Binomial Tian";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Tian>(bsmProcess,timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Tian>(bsmProcess,timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Tian>(bsmProcess,timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Binomial Leisen-Reimer
method = "Binomial Leisen-Reimer";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<LeisenReimer>(bsmProcess,timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<LeisenReimer>(bsmProcess,timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<LeisenReimer>(bsmProcess,timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Binomial method: Binomial Joshi
method = "Binomial Joshi";
europeanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Joshi4>(bsmProcess,timeSteps)));
bermudanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Joshi4>(bsmProcess,timeSteps)));
americanOption.setPricingEngine(ext::shared_ptr<PricingEngine>(
new BinomialVanillaEngine<Joshi4>(bsmProcess,timeSteps)));
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << bermudanOption.NPV()
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// Monte Carlo Method: MC (crude)
timeSteps = 1;
method = "MC (crude)";
Size mcSeed = 42;
ext::shared_ptr<PricingEngine> mcengine1;
mcengine1 = MakeMCEuropeanEngine<PseudoRandom>(bsmProcess)
.withSteps(timeSteps)
.withAbsoluteTolerance(0.02)
.withSeed(mcSeed);
europeanOption.setPricingEngine(mcengine1);
// Real errorEstimate = europeanOption.errorEstimate();
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// Monte Carlo Method: QMC (Sobol)
method = "QMC (Sobol)";
Size nSamples = 32768; // 2^15
ext::shared_ptr<PricingEngine> mcengine2;
mcengine2 = MakeMCEuropeanEngine<LowDiscrepancy>(bsmProcess)
.withSteps(timeSteps)
.withSamples(nSamples);
europeanOption.setPricingEngine(mcengine2);
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << europeanOption.NPV()
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << "N/A"
<< std::endl;
// Monte Carlo Method: MC (Longstaff Schwartz)
method = "MC (Longstaff Schwartz)";
ext::shared_ptr<PricingEngine> mcengine3;
mcengine3 = MakeMCAmericanEngine<PseudoRandom>(bsmProcess)
.withSteps(100)
.withAntitheticVariate()
.withCalibrationSamples(4096)
.withAbsoluteTolerance(0.02)
.withSeed(mcSeed);
americanOption.setPricingEngine(mcengine3);
std::cout << std::setw(widths[0]) << std::left << method
<< std::fixed
<< std::setw(widths[1]) << std::left << "N/A"
<< std::setw(widths[2]) << std::left << "N/A"
<< std::setw(widths[3]) << std::left << americanOption.NPV()
<< std::endl;
// End test
return 0;
} catch (std::exception& e) {
std::cerr << e.what() << std::endl;
return 1;
} catch (...) {
std::cerr << "unknown error" << std::endl;
return 1;
}
}