public static double SimpleMonteCarlo4(VanillaOption option,
                                double spot,
                                Parameters vol,
                                Parameters r,
                                ulong number_of_paths)
        {
            double expiry = option.Expiry;
            double variance = vol.IntegralSquare(0, expiry);
            double root_variance = Math.Sqrt(variance);
            double moved_spot = spot * Math.Exp(r.Integral(0, expiry) - 0.5 * variance);

            double this_spot;
            double running_sum = 0;
            for (ulong i = 0; i < number_of_paths; i++)
            {
                double this_gaussian = MyRandom.GetOneGaussianByBoxMuller();
                this_spot = moved_spot * Math.Exp(root_variance * this_gaussian);
                running_sum += option.OptionPayOff(this_spot);
            }
            return Math.Exp(-r.Integral(0, expiry)) * (running_sum / number_of_paths);
        }
        static void Main(string[] args)
        {
            //parameters
            double expiry = 1.0;
            double strike = 50.0;
            double spot = 49.0;

            ParametersConstant vol = new ParametersConstant(0.2);
            ParametersConstant r   = new ParametersConstant(0.01);

            //input number of montecarlo paths
            ulong number_of_paths = 10000;
            Console.Write("Enter number of montecarlo paths : ");
            number_of_paths = ulong.Parse(Console.ReadLine());

            //create payoff & option object
            PayOff payoff = new PayOffCall(strike);
            //implicit convert
            VanillaOption option1 = new VanillaOption(payoff, expiry);

            //montecarlo simulation & output result
            double result = SimpleMC6.SimpleMonteCarlo4(option1, spot, vol, r, number_of_paths);
            Console.WriteLine("the call price is " + result.ToString());
        }