Inheritance: EarlyExercise
        static void Main(string[] args)
        {

            DateTime timer = DateTime.Now;

            Date todaysDate = new Date(15, 2, 2002);
            Calendar calendar = new TARGET();
            Date settlementDate = new Date(19, 2, 2002);
            Settings.setEvaluationDate(todaysDate);

            // flat yield term structure impling 1x5 swap at 5%
            Quote flatRate = new SimpleQuote(0.04875825);
            Handle<YieldTermStructure> rhTermStructure = new Handle<YieldTermStructure>(
                          new FlatForward(settlementDate, new Handle<Quote>(flatRate),
                                          new Actual365Fixed()));

            // Define the ATM/OTM/ITM swaps
            Frequency fixedLegFrequency = Frequency.Annual;
            BusinessDayConvention fixedLegConvention = BusinessDayConvention.Unadjusted;
            BusinessDayConvention floatingLegConvention = BusinessDayConvention.ModifiedFollowing;
            DayCounter fixedLegDayCounter = new Thirty360(Thirty360.Thirty360Convention.European);
            Frequency floatingLegFrequency = Frequency.Semiannual;
            VanillaSwap.Type type = VanillaSwap.Type.Payer;
            double dummyFixedRate = 0.03;
            IborIndex indexSixMonths = new Euribor6M(rhTermStructure);

            Date startDate = calendar.advance(settlementDate, 1, TimeUnit.Years,
                                              floatingLegConvention);
            Date maturity = calendar.advance(startDate, 5, TimeUnit.Years,
                                             floatingLegConvention);
            Schedule fixedSchedule = new Schedule(startDate, maturity, new Period(fixedLegFrequency),
                                                    calendar, fixedLegConvention, fixedLegConvention,
                                                    DateGeneration.Rule.Forward, false);
            Schedule floatSchedule = new Schedule(startDate, maturity, new Period(floatingLegFrequency),
                                                    calendar, floatingLegConvention, floatingLegConvention,
                                                    DateGeneration.Rule.Forward, false);

            VanillaSwap swap = new VanillaSwap(
                type, 1000.0,
                fixedSchedule, dummyFixedRate, fixedLegDayCounter,
                floatSchedule, indexSixMonths, 0.0,
                indexSixMonths.dayCounter());
            swap.setPricingEngine(new DiscountingSwapEngine(rhTermStructure));
            double fixedAtmRate = swap.fairRate();
            double fixedOtmRate = fixedAtmRate * 1.2;
            double fixedItmRate = fixedAtmRate * 0.8;

            VanillaSwap atmSwap = new VanillaSwap(
                type, 1000.0,
                fixedSchedule, fixedAtmRate, fixedLegDayCounter,
                floatSchedule, indexSixMonths, 0.0,
                indexSixMonths.dayCounter());
            VanillaSwap otmSwap = new VanillaSwap(
                type, 1000.0,
                fixedSchedule, fixedOtmRate, fixedLegDayCounter,
                floatSchedule, indexSixMonths, 0.0,
                indexSixMonths.dayCounter());
            VanillaSwap itmSwap = new VanillaSwap(
                type, 1000.0,
                fixedSchedule, fixedItmRate, fixedLegDayCounter,
                floatSchedule, indexSixMonths, 0.0,
                indexSixMonths.dayCounter());

            // defining the swaptions to be used in model calibration
            List<Period> swaptionMaturities = new List<Period>(5);
            swaptionMaturities.Add(new Period(1, TimeUnit.Years));
            swaptionMaturities.Add(new Period(2, TimeUnit.Years));
            swaptionMaturities.Add(new Period(3, TimeUnit.Years));
            swaptionMaturities.Add(new Period(4, TimeUnit.Years));
            swaptionMaturities.Add(new Period(5, TimeUnit.Years));

            List<CalibrationHelper> swaptions = new List<CalibrationHelper>();

            // List of times that have to be included in the timegrid
            List<double> times = new List<double>();

            for (int i = 0; i < NumRows; i++)
            {
                int j = NumCols - i - 1; // 1x5, 2x4, 3x3, 4x2, 5x1
                int k = i * NumCols + j;
                Quote vol = new SimpleQuote(SwaptionVols[k]);
                swaptions.Add(new SwaptionHelper(swaptionMaturities[i],
                                   new Period(SwapLenghts[j], TimeUnit.Years),
                                   new Handle<Quote>(vol),
                                   indexSixMonths,
                                   indexSixMonths.tenor(),
                                   indexSixMonths.dayCounter(),
                                   indexSixMonths.dayCounter(),
                                   rhTermStructure, false));
                swaptions.Last().addTimesTo(times);
            }

            // Building time-grid
            TimeGrid grid = new TimeGrid(times, 30);


            // defining the models
            G2 modelG2 = new G2(rhTermStructure);
            HullWhite modelHw = new HullWhite(rhTermStructure);
            HullWhite modelHw2 = new HullWhite(rhTermStructure);
            BlackKarasinski modelBk = new BlackKarasinski(rhTermStructure);


            // model calibrations

            Console.WriteLine("G2 (analytic formulae) calibration");
            for (int i = 0; i < swaptions.Count; i++)
                swaptions[i].setPricingEngine(new G2SwaptionEngine(modelG2, 6.0, 16));
            CalibrateModel(modelG2, swaptions);
            Console.WriteLine("calibrated to:\n" +
                                "a     = {0:0.000000}, " +
                                "sigma = {1:0.0000000}\n" +
                                "b     = {2:0.000000}, " +
                                "eta   = {3:0.0000000}\n" +
                                "rho   = {4:0.00000}\n",
                                modelG2.parameters()[0],
                                modelG2.parameters()[1],
                                modelG2.parameters()[2],
                                modelG2.parameters()[3],
                                modelG2.parameters()[4]);

            Console.WriteLine("Hull-White (analytic formulae) calibration");
            for (int i = 0; i < swaptions.Count; i++)
                swaptions[i].setPricingEngine(new JamshidianSwaptionEngine(modelHw));
            CalibrateModel(modelHw, swaptions);
            Console.WriteLine("calibrated to:\n" +
                              "a = {0:0.000000}, " +
                              "sigma = {1:0.0000000}\n",
                              modelHw.parameters()[0],
                              modelHw.parameters()[1]);

            Console.WriteLine("Hull-White (numerical) calibration");
            for (int i = 0; i < swaptions.Count(); i++)
                swaptions[i].setPricingEngine(new TreeSwaptionEngine(modelHw2, grid));
            CalibrateModel(modelHw2, swaptions);
            Console.WriteLine("calibrated to:\n" +
                              "a = {0:0.000000}, " +
                              "sigma = {1:0.0000000}\n",
                              modelHw2.parameters()[0],
                              modelHw2.parameters()[1]);

            Console.WriteLine("Black-Karasinski (numerical) calibration");
            for (int i = 0; i < swaptions.Count; i++)
                swaptions[i].setPricingEngine(new TreeSwaptionEngine(modelBk, grid));
            CalibrateModel(modelBk, swaptions);
            Console.WriteLine("calibrated to:\n" +
                              "a = {0:0.000000}, " +
                              "sigma = {1:0.00000}\n",
                              modelBk.parameters()[0],
                              modelBk.parameters()[1]);


            // ATM Bermudan swaption pricing
            Console.WriteLine("Payer bermudan swaption "
                              + "struck at {0:0.00000 %} (ATM)",
                              fixedAtmRate);

            List<Date> bermudanDates = new List<Date>();
            List<CashFlow> leg = swap.fixedLeg();
            for (int i = 0; i < leg.Count; i++)
            {
                Coupon coupon = (Coupon)leg[i];
                bermudanDates.Add(coupon.accrualStartDate());
            }

            Exercise bermudanExercise = new BermudanExercise(bermudanDates);

            Swaption bermudanSwaption = new Swaption(atmSwap, bermudanExercise);

            // Do the pricing for each model

            // G2 price the European swaption here, it should switch to bermudan
            bermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelG2, 50));
            Console.WriteLine("G2:       {0:0.00}", bermudanSwaption.NPV());

            bermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw, 50));
            Console.WriteLine("HW:       {0:0.000}", bermudanSwaption.NPV());

            bermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw2, 50));
            Console.WriteLine("HW (num): {0:0.000}", bermudanSwaption.NPV());

            bermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelBk, 50));
            Console.WriteLine("BK:       {0:0.000}", bermudanSwaption.NPV());


            // OTM Bermudan swaption pricing
            Console.WriteLine("Payer bermudan swaption "
                              + "struck at {0:0.00000 %} (OTM)",
                              fixedOtmRate);

            Swaption otmBermudanSwaption = new Swaption(otmSwap, bermudanExercise);

            // Do the pricing for each model
            otmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelG2, 50));
            Console.WriteLine("G2:       {0:0.0000}", otmBermudanSwaption.NPV());

            otmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw, 50));
            Console.WriteLine("HW:       {0:0.0000}", otmBermudanSwaption.NPV());

            otmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw2, 50));
            Console.WriteLine("HW (num): {0:0.000}", otmBermudanSwaption.NPV());

            otmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelBk, 50));
            Console.WriteLine("BK:       {0:0.0000}", otmBermudanSwaption.NPV());

            // ITM Bermudan swaption pricing
            Console.WriteLine("Payer bermudan swaption "
                              + "struck at {0:0.00000 %} (ITM)",
                              fixedItmRate);

            Swaption itmBermudanSwaption = new Swaption(itmSwap, bermudanExercise);

            // Do the pricing for each model
            itmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelG2, 50));
            Console.WriteLine("G2:       {0:0.000}", itmBermudanSwaption.NPV());

            itmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw, 50));
            Console.WriteLine("HW:       {0:0.000}", itmBermudanSwaption.NPV());

            itmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelHw2, 50));
            Console.WriteLine("HW (num): {0:0.000}", itmBermudanSwaption.NPV());

            itmBermudanSwaption.setPricingEngine(new TreeSwaptionEngine(modelBk, 50));
            Console.WriteLine("BK:       {0:0.000}", itmBermudanSwaption.NPV());


            Console.WriteLine(" \nRun completed in {0}", DateTime.Now - timer);
            Console.WriteLine();

            Console.Write("Press any key to continue ...");
            Console.ReadKey();
        }
示例#2
0
        public void testCachedValues()
        {
            //("Testing Bermudan swaption against cached values...");

            CommonVars vars = new CommonVars();

            vars.today = new Date(15, Month.February, 2002);

            Settings.setEvaluationDate(vars.today);

            vars.settlement = new Date(19, Month.February, 2002);
            // flat yield term structure impling 1x5 swap at 5%
            vars.termStructure.linkTo(Utilities.flatRate(vars.settlement,
                                                  0.04875825,
                                                  new Actual365Fixed()));

            double atmRate = vars.makeSwap(0.0).fairRate();

            VanillaSwap itmSwap = vars.makeSwap(0.8*atmRate);
            VanillaSwap atmSwap = vars.makeSwap(atmRate);
            VanillaSwap otmSwap = vars.makeSwap(1.2*atmRate);

            double a = 0.048696, sigma = 0.0058904;
            ShortRateModel model=new HullWhite(vars.termStructure,a, sigma);
            List<Date> exerciseDates= new List<Date>();
            List<CashFlow> leg = atmSwap.fixedLeg();

            for (int i=0; i<leg.Count; i++) {
                Coupon coupon = (Coupon)(leg[i]);
                exerciseDates.Add(coupon.accrualStartDate());
            }

            Exercise exercise = new BermudanExercise(exerciseDates);
            IPricingEngine engine = new TreeSwaptionEngine(model, 50);

            #if QL_USE_INDEXED_COUPON
            Real itmValue = 42.2413, atmValue = 12.8789, otmValue = 2.4759;
            #else
            double itmValue = 42.2470, atmValue = 12.8826, otmValue = 2.4769;
            #endif

            double tolerance = 1.0e-4;

            Swaption swaption = new Swaption(itmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-itmValue) > tolerance)
                Assert.Fail("failed to reproduce cached in-the-money swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + itmValue);

            swaption = new Swaption(atmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-atmValue) > tolerance)
                Assert.Fail("failed to reproduce cached at-the-money swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + atmValue);

            swaption = new Swaption(otmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-otmValue) > tolerance)
                Assert.Fail("failed to reproduce cached out-of-the-money "
                            + "swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + otmValue);

            for (int j=0; j<exerciseDates.Count; j++)
                exerciseDates[j] = vars.calendar.adjust(exerciseDates[j]-10);
            exercise = new BermudanExercise(exerciseDates);

            #if QL_USE_INDEXED_COUPON
            itmValue = 42.1917; atmValue = 12.7788; otmValue = 2.4388;
            #else
            itmValue = 42.1974; atmValue = 12.7825; otmValue = 2.4399;
            #endif

            swaption = new Swaption(itmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-itmValue) > tolerance)
                Assert.Fail("failed to reproduce cached in-the-money swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + itmValue);

            swaption = new Swaption(atmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-atmValue) > tolerance)
                Assert.Fail("failed to reproduce cached at-the-money swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + atmValue);

            swaption = new Swaption(otmSwap, exercise);
            swaption.setPricingEngine(engine);
            if (Math.Abs(swaption.NPV()-otmValue) > tolerance)
                Assert.Fail("failed to reproduce cached out-of-the-money "
                            + "swaption value:\n"
                            + "calculated: " + swaption.NPV() + "\n"
                            + "expected:   " + otmValue);
        }
        //static void Main(string[] args) 
        //{
        //    List<double> xGrid = Enumerable.Range(0, 100).Select(x => x / 10.0).ToList();
        //    List<double> yGrid = Enumerable.Range(0, 100).Select(x => x / 10.0).ToList();

        //    //List<double> xGrid = Enumerable.Range(0, 100);
        //    CubicInterpolation cubic = new CubicInterpolation(xGrid, xGrid.Count, yGrid, 
        //                                                      CubicInterpolation.DerivativeApprox.Kruger, true,
        //                                                      CubicInterpolation.BoundaryCondition.SecondDerivative , 0.0,
        //                                                      CubicInterpolation.BoundaryCondition.SecondDerivative , 0.0);

            
        //}

        static void Main(string[] args)
        {

            DateTime timer = DateTime.Now;

            // set up dates
            Calendar calendar = new TARGET();
            Date todaysDate = new Date(15, Month.May, 1998);
            Date settlementDate = new Date(17, Month.May, 1998);
            Settings.setEvaluationDate(todaysDate);

            // our options
            Option.Type type = Option.Type.Put;
            double underlying = 36;
            double strike = 40;
            double dividendYield = 0.00;
            double riskFreeRate = 0.06;
            double volatility = 0.20;
            Date maturity = new Date(17, Month.May, 1999);
            DayCounter dayCounter = new Actual365Fixed();

            Console.WriteLine("Option type = " + type);
            Console.WriteLine("Maturity = " + maturity);
            Console.WriteLine("Underlying price = " + underlying);
            Console.WriteLine("Strike = " + strike);
            Console.WriteLine("Risk-free interest rate = {0:0.000000%}", riskFreeRate);
            Console.WriteLine("Dividend yield = {0:0.000000%}", dividendYield);
            Console.WriteLine("Volatility = {0:0.000000%}", volatility);
            Console.Write("\n");

            string method;

            Console.Write("\n");

            // write column headings
            int[] widths = new int[] { 35, 14, 14, 14 };
            Console.Write("{0,-" + widths[0] + "}", "Method");
            Console.Write("{0,-" + widths[1] + "}", "European");
            Console.Write("{0,-" + widths[2] + "}", "Bermudan");
            Console.WriteLine("{0,-" + widths[3] + "}", "American");

            List<Date> exerciseDates = new List<Date>(); ;
            for (int i = 1; i <= 4; i++)
                exerciseDates.Add(settlementDate + new Period(3 * i, TimeUnit.Months));

            Exercise europeanExercise = new EuropeanExercise(maturity);
            Exercise bermudanExercise = new BermudanExercise(exerciseDates);
            Exercise americanExercise = new AmericanExercise(settlementDate, maturity);

            Handle<Quote> underlyingH = new Handle<Quote>(new SimpleQuote(underlying));

            // bootstrap the yield/dividend/vol curves
            var flatTermStructure = new Handle<YieldTermStructure>(new FlatForward(settlementDate, riskFreeRate, dayCounter));
            var flatDividendTS = new Handle<YieldTermStructure>(new FlatForward(settlementDate, dividendYield, dayCounter));
            var flatVolTS = new Handle<BlackVolTermStructure>(new BlackConstantVol(settlementDate, calendar, volatility, dayCounter));
            StrikedTypePayoff payoff = new PlainVanillaPayoff(type, strike);
            var bsmProcess = new BlackScholesMertonProcess(underlyingH, flatDividendTS, flatTermStructure, flatVolTS);

            // options
            VanillaOption europeanOption = new VanillaOption(payoff, europeanExercise);
            VanillaOption bermudanOption = new VanillaOption(payoff, bermudanExercise);
            VanillaOption americanOption = new VanillaOption(payoff, americanExercise);


            // Analytic formulas:

            // Black-Scholes for European
            method = "Black-Scholes";
            europeanOption.setPricingEngine(new AnalyticEuropeanEngine(bsmProcess));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + "}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + "}", "N/A");

            europeanOption.theta();

            // Barone-Adesi and Whaley approximation for American
            method = "Barone-Adesi/Whaley";
            americanOption.setPricingEngine(new BaroneAdesiWhaleyApproximationEngine(bsmProcess));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + "}", "N/A");
            Console.Write("{0,-" + widths[2] + "}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());


            // Bjerksund and Stensland approximation for American
            method = "Bjerksund/Stensland";
            americanOption.setPricingEngine(new BjerksundStenslandApproximationEngine(bsmProcess));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + "}", "N/A");
            Console.Write("{0,-" + widths[2] + "}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Integral
            method = "Integral";
            europeanOption.setPricingEngine(new IntegralEngine(bsmProcess));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + "}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + "}", "N/A");


            // Finite differences
            int timeSteps = 801;
            method = "Finite differences";
            europeanOption.setPricingEngine(new FDEuropeanEngine(bsmProcess, timeSteps, timeSteps - 1));
            bermudanOption.setPricingEngine(new FDBermudanEngine(bsmProcess, timeSteps, timeSteps - 1));
            americanOption.setPricingEngine(new FDAmericanEngine(bsmProcess, timeSteps, timeSteps - 1));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Jarrow-Rudd
            method = "Binomial Jarrow-Rudd";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<JarrowRudd>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<JarrowRudd>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<JarrowRudd>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());


            method = "Binomial Cox-Ross-Rubinstein";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<CoxRossRubinstein>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Additive equiprobabilities
            method = "Additive equiprobabilities";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<AdditiveEQPBinomialTree>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Binomial Trigeorgis
            method = "Binomial Trigeorgis";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<Trigeorgis>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<Trigeorgis>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<Trigeorgis>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Binomial Tian
            method = "Binomial Tian";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<Tian>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<Tian>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<Tian>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Binomial Leisen-Reimer
            method = "Binomial Leisen-Reimer";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<LeisenReimer>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<LeisenReimer>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<LeisenReimer>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // Binomial method: Binomial Joshi
            method = "Binomial Joshi";
            europeanOption.setPricingEngine(new BinomialVanillaEngine<Joshi4>(bsmProcess, timeSteps));
            bermudanOption.setPricingEngine(new BinomialVanillaEngine<Joshi4>(bsmProcess, timeSteps));
            americanOption.setPricingEngine(new BinomialVanillaEngine<Joshi4>(bsmProcess, timeSteps));

            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", bermudanOption.NPV());
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());


            // Monte Carlo Method: MC (crude)
            timeSteps = 1;
            method = "MC (crude)";
            ulong mcSeed = 42;
            IPricingEngine mcengine1 = new MakeMCEuropeanEngine<PseudoRandom>(bsmProcess)
                                            .withSteps(timeSteps)
                                            .withAbsoluteTolerance(0.02)
                                            .withSeed(mcSeed)
                                            .value();
            europeanOption.setPricingEngine(mcengine1);
            // Real errorEstimate = europeanOption.errorEstimate();
            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", "N/A");


            // Monte Carlo Method: QMC (Sobol)
            method = "QMC (Sobol)";
            int nSamples = 32768;  // 2^15

            IPricingEngine mcengine2 = new MakeMCEuropeanEngine<LowDiscrepancy>(bsmProcess)
                                            .withSteps(timeSteps)
                                            .withSamples(nSamples)
                                            .value();
            europeanOption.setPricingEngine(mcengine2);
            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", europeanOption.NPV());
            Console.Write("{0,-" + widths[2] + ":0.000000}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", "N/A");

            // Monte Carlo Method: MC (Longstaff Schwartz)
            method = "MC (Longstaff Schwartz)";
            IPricingEngine mcengine3 = new MakeMCAmericanEngine<PseudoRandom>(bsmProcess)
                                        .withSteps(100)
                                        .withAntitheticVariate()
                                        .withCalibrationSamples(4096)
                                        .withAbsoluteTolerance(0.02)
                                        .withSeed(mcSeed)
                                        .value();
            americanOption.setPricingEngine(mcengine3);
            Console.Write("{0,-" + widths[0] + "}", method);
            Console.Write("{0,-" + widths[1] + ":0.000000}", "N/A");
            Console.Write("{0,-" + widths[2] + ":0.000000}", "N/A");
            Console.WriteLine("{0,-" + widths[3] + ":0.000000}", americanOption.NPV());

            // End test
            Console.WriteLine(" \nRun completed in {0}", DateTime.Now - timer);
            Console.WriteLine();

            Console.Write("Press any key to continue ...");
            Console.ReadKey();
        }