Exemplo n.º 1
0
        public void Go()
        {
            _initialGuess = new DenseVector(_p.NumberOfExpiries * _p.NumberOfTenors);
            double initialGuess = _p.AverageSwaptionImpliedVolatility;

            if (initialGuess == 0)
            {
                initialGuess = _p.AverageCapletImpliedVolatility;
            }
            if (initialGuess == 0)
            {
                throw new Exception("The selected time range does not include any calibration targets.");
            }
            if (_objective.ExpForm)
            {
                for (var i = 0; i < _initialGuess.Count; i++)
                {
                    _initialGuess[i] = Math.Log(initialGuess) / 20;
                }
            }
            else
            {
                for (var i = 0; i < _initialGuess.Count; i++)
                {
                    _initialGuess[i] = initialGuess;
                }
            }
            var sw = new StopWatch();

            _objective.StartOtherThreads();
            var solution = BfgsSolver.Solve(_initialGuess, _f, _g);

            _objective.Finished = true;
            sw.Stop();
            TimeSpan ts = sw.GetElapsedTime();

            Pedersen.Write($"  Value x: {solution[0]}\n", "cal");
            _objective.OutputResult(solution);
            Pedersen.Write($"  Process Time: {ts.Hours:d2}:{ts.Minutes:d2}:{ts.Seconds:d2}:{ts.Milliseconds:d3}\n", "cal");
        }
Exemplo n.º 2
0
        /// <summary>
        /// Main calibration method.
        /// </summary>
        /// <param name="timeGrid">Time discretisation</param>
        /// <param name="discount">Quarterly discount factors</param>
        /// <param name="shift">Quarterly shift values</param>
        /// <param name="correlation">Correlation matrix, corresponding the tenor time discretisation</param>
        /// <param name="targets">Caplet and swaption implied vols</param>
        /// <param name="parameters">Calibration settings</param>
        /// <param name="factors">Factors used</param>
        /// <param name="useCascade">Whether to apply cascade algorithm post-calibration</param>
        /// <param name="output"></param>
        /// <returns></returns>
        public static InterestRateVolatilities Calibrate(PedersenTimeGrid timeGrid, QuarterlyDiscounts discount,
                                                         QuarterlyShifts shift, DenseMatrix correlation, CalibrationTargets targets,
                                                         CalibrationSettings parameters, int factors, bool useCascade, ref string output)
        {
            #region Initialisations

            targets.AdjustImpliedVolsForShift(discount, shift);
            var swaptionWeights = new SwaptionWeights(timeGrid.MaxExpiry, timeGrid.MaxTenor);
            swaptionWeights.Populate(discount, shift);
            var volatilities = new InterestRateVolatilities(timeGrid, factors, swaptionWeights, correlation);
            var objective    = new CalibrationObjective(targets, timeGrid, volatilities, parameters);
            Func <Vector <double>, double>           f = objective.ObjFun;
            Func <Vector <double>, Vector <double> > g = objective.ObjGrad;
            var    initialGuess = new DenseVector(timeGrid.ExpiryCount * timeGrid.TenorCount);
            double guessValue   = targets.AverageImpliedVol();
            if (guessValue == 0)
            {
                throw new Exception("The selected time range does not include any calibration targets.");
            }
            if (parameters.ExponentialForm)
            {
                for (var i = 0; i < initialGuess.Count; i++)
                {
                    initialGuess[i] = Math.Log(guessValue) / 20;
                }
            }
            else
            {
                for (var i = 0; i < initialGuess.Count; i++)
                {
                    initialGuess[i] = guessValue;
                }
            }
            Trace.WriteLine(String.Format("Calibration Starting..."));
            objective.StartOtherThreads();
            var solution = BfgsSolver.Solve(initialGuess, f, g);
            objective.Finished = true;
            Trace.WriteLine($"Value at extremum: {solution}");
            objective.PopulateVol(solution);
            objective.AverageAbsVol();

            #endregion

            #region Cascade

            if (useCascade)
            {
                Trace.WriteLine(String.Format("Applying Cascade Algorithm..."));
                var cascade = new CascadeAlgorithm(volatilities, timeGrid, swaptionWeights, targets, parameters.CascadeParam, factors);
                cascade.ApplyCascade();
            }

            #endregion

            #region Output

            output = objective.AverageAbsVol();
            return(objective.ReturnVol(solution));

            #endregion
        }
Exemplo n.º 3
0
        private static void CheckRosenbrock(double a, double b, double expectedMin)
        {
            var x = BfgsSolver.Solve(new DenseVector(new[] { a, b }), RosenbrockFunction.Value, RosenbrockFunction.Gradient);

            Numerics.Precision.AlmostEqual(expectedMin, RosenbrockFunction.Value(x), Precision);
        }