コード例 #1
0
        //-------------------------------------------------------------------------
        public override IborCapletFloorletVolatilityCalibrationResult calibrate(IborCapletFloorletVolatilityDefinition definition, ZonedDateTime calibrationDateTime, RawOptionData capFloorData, RatesProvider ratesProvider)
        {
            ArgChecker.isTrue(ratesProvider.ValuationDate.Equals(calibrationDateTime.toLocalDate()), "valuationDate of ratesProvider should be coherent to calibrationDateTime");
            ArgChecker.isTrue(definition is SabrIborCapletFloorletVolatilityCalibrationDefinition, "definition should be SabrIborCapletFloorletVolatilityCalibrationDefinition");
            SabrIborCapletFloorletVolatilityCalibrationDefinition sabrDefinition = (SabrIborCapletFloorletVolatilityCalibrationDefinition)definition;
            // unpack cap data, create node caps
            IborIndex index           = sabrDefinition.Index;
            LocalDate calibrationDate = calibrationDateTime.toLocalDate();
            LocalDate baseDate        = index.EffectiveDateOffset.adjust(calibrationDate, ReferenceData);
            LocalDate startDate       = baseDate.plus(index.Tenor);

            System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction = this.volatilitiesFunction(sabrDefinition, calibrationDateTime, capFloorData);
            SurfaceMetadata metadata   = sabrDefinition.createMetadata(capFloorData);
            IList <Period>  expiries   = capFloorData.Expiries;
            DoubleArray     strikes    = capFloorData.Strikes;
            int             nExpiries  = expiries.Count;
            IList <double>  timeList   = new List <double>();
            IList <double>  strikeList = new List <double>();
            IList <double>  volList    = new List <double>();
            IList <ResolvedIborCapFloorLeg> capList = new List <ResolvedIborCapFloorLeg>();
            IList <double> priceList   = new List <double>();
            IList <double> errorList   = new List <double>();
            DoubleMatrix   errorMatrix = capFloorData.Error.orElse(DoubleMatrix.filled(nExpiries, strikes.size(), 1d));

            int[] startIndex = new int[nExpiries + 1];
            for (int i = 0; i < nExpiries; ++i)
            {
                LocalDate   endDate           = baseDate.plus(expiries[i]);
                DoubleArray volatilityForTime = capFloorData.Data.row(i);
                DoubleArray errorForTime      = errorMatrix.row(i);
                reduceRawData(sabrDefinition, ratesProvider, capFloorData.Strikes, volatilityForTime, errorForTime, startDate, endDate, metadata, volatilitiesFunction, timeList, strikeList, volList, capList, priceList, errorList);
                startIndex[i + 1] = volList.Count;
                ArgChecker.isTrue(startIndex[i + 1] > startIndex[i], "no valid option data for {}", expiries[i]);
            }
            // create initial caplet vol surface
            IList <CurveMetadata> metadataList                = sabrDefinition.createSabrParameterMetadata();
            DoubleArray           initialValues               = sabrDefinition.createFullInitialValues();
            IList <Curve>         curveList                   = sabrDefinition.createSabrParameterCurve(metadataList, initialValues);
            SabrParameters        sabrParamsInitial           = SabrParameters.of(curveList[0], curveList[1], curveList[2], curveList[3], sabrDefinition.ShiftCurve, sabrDefinition.SabrVolatilityFormula);
            SabrParametersIborCapletFloorletVolatilities vols = SabrParametersIborCapletFloorletVolatilities.of(sabrDefinition.Name, index, calibrationDateTime, sabrParamsInitial);
            // solve least square
            UncoupledParameterTransforms transform = new UncoupledParameterTransforms(initialValues, sabrDefinition.createFullTransform(TRANSFORMS), new BitArray());

            System.Func <DoubleArray, DoubleArray>  valueFunction    = createPriceFunction(sabrDefinition, ratesProvider, vols, capList, priceList);
            System.Func <DoubleArray, DoubleMatrix> jacobianFunction = createJacobianFunction(sabrDefinition, ratesProvider, vols, capList, priceList, index.Currency);
            NonLinearTransformFunction      transFunc    = new NonLinearTransformFunction(valueFunction, jacobianFunction, transform);
            LeastSquareResults              res          = solver.solve(DoubleArray.filled(priceList.Count, 1d), DoubleArray.copyOf(errorList), transFunc.FittingFunction, transFunc.FittingJacobian, transform.transform(initialValues));
            LeastSquareResultsWithTransform resTransform = new LeastSquareResultsWithTransform(res, transform);

            vols = updateParameters(sabrDefinition, vols, resTransform.ModelParameters);

            return(IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(vols, res.ChiSq));
        }
コード例 #2
0
        public virtual void testExactFitOddStart()
        {
            double[] start = new double[] { 0.01, 0.99, 0.9, 0.4 };
            LeastSquareResultsWithTransform results = _fitter.solve(DoubleArray.copyOf(start));

            double[] res = results.ModelParameters.toArray();
            double   eps = 1e-6;

            assertEquals(ALPHA, res[0], eps);
            assertEquals(BETA, res[1], eps);
            assertEquals(RHO, res[2], eps);
            assertEquals(NU, res[3], eps);
            assertEquals(0.0, results.ChiSq, eps);
        }
コード例 #3
0
//JAVA TO C# CONVERTER TODO TASK: Most Java annotations will not have direct .NET equivalent attributes:
//ORIGINAL LINE: @SuppressWarnings("unused") public void testExactFit()
        public virtual void testExactFit()
        {
            double[][] start        = StartValues;
            BitArray[] @fixed       = FixedValues;
            int        nStartPoints = start.Length;

            ArgChecker.isTrue(@fixed.Length == nStartPoints);
            for (int trys = 0; trys < nStartPoints; trys++)
            {
                LeastSquareResultsWithTransform results = _fitter.solve(DoubleArray.copyOf(start[trys]), @fixed[trys]);
                DoubleArray res = results.ModelParameters;
                assertEquals(0.0, results.ChiSq, _chiSqEps);
                int n    = res.size();
                T   data = ModelData;
                assertEquals(data.NumberOfParameters, n);
                for (int i = 0; i < n; i++)
                {
                    assertEquals(data.getParameter(i), res.get(i), _paramValueEps);
                }
            }
        }
コード例 #4
0
        public virtual void testNoisyFitWithFixedBeta()
        {
            DoubleArray start  = DoubleArray.of(0.1, 0.5, 0.0, 0.3);
            BitArray    @fixed = new BitArray();

            @fixed.Set(1, true);
            LeastSquareResultsWithTransform results = _nosiyFitter.solve(start, @fixed);

            double[] res = results.ModelParameters.toArray();
            double   eps = 1e-2;

            assertEquals(ALPHA, res[0], eps);
            assertEquals(BETA, res[1], eps);
            assertEquals(RHO, res[2], eps);
            assertEquals(NU, res[3], eps);
            assertEquals(0.0, results.ChiSq, 10.0d);

            // sensitivity to data
            DoubleMatrix sensitivity = results.ModelParameterSensitivityToData;
            double       shiftFd     = 1.0E-5;

            for (int i = 0; i < _cleanVols.Length; i++)
            {
                double[] volBumpedP = _noisyVols.Clone();
                volBumpedP[i] += shiftFd;
                SabrModelFitter fitterP = new SabrModelFitter(F, DoubleArray.copyOf(STRIKES), TIME_TO_EXPIRY, DoubleArray.copyOf(volBumpedP), DoubleArray.copyOf(_errors), Model);
                LeastSquareResultsWithTransform resultsBumpedP = fitterP.solve(start, @fixed);
                DoubleArray parameterBumpedP = resultsBumpedP.ModelParameters;
                double[]    volBumpedM       = _noisyVols.Clone();
                volBumpedM[i] -= shiftFd;
                SabrModelFitter fitterM = new SabrModelFitter(F, DoubleArray.copyOf(STRIKES), TIME_TO_EXPIRY, DoubleArray.copyOf(volBumpedM), DoubleArray.copyOf(_errors), Model);
                LeastSquareResultsWithTransform resultsBumpedM = fitterM.solve(start, @fixed);
                DoubleArray parameterBumpedM    = resultsBumpedM.ModelParameters;
                DoubleArray sensitivityColumnFd = parameterBumpedP.minus(parameterBumpedM).dividedBy(2 * shiftFd);
                assertTrue(sensitivityColumnFd.equalWithTolerance(sensitivity.column(i), 1.0E-2));
            }
        }
コード例 #5
0
        //-------------------------------------------------------------------------
        public override IborCapletFloorletVolatilityCalibrationResult calibrate(IborCapletFloorletVolatilityDefinition definition, ZonedDateTime calibrationDateTime, RawOptionData capFloorData, RatesProvider ratesProvider)
        {
            ArgChecker.isTrue(ratesProvider.ValuationDate.Equals(calibrationDateTime.toLocalDate()), "valuationDate of ratesProvider should be coherent to calibrationDateTime");
            ArgChecker.isTrue(definition is SabrIborCapletFloorletVolatilityBootstrapDefinition, "definition should be SabrIborCapletFloorletVolatilityBootstrapDefinition");
            SabrIborCapletFloorletVolatilityBootstrapDefinition bsDefinition = (SabrIborCapletFloorletVolatilityBootstrapDefinition)definition;
            IborIndex index           = bsDefinition.Index;
            LocalDate calibrationDate = calibrationDateTime.toLocalDate();
            LocalDate baseDate        = index.EffectiveDateOffset.adjust(calibrationDate, ReferenceData);
            LocalDate startDate       = baseDate.plus(index.Tenor);

            System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction = this.volatilitiesFunction(bsDefinition, calibrationDateTime, capFloorData);
            SurfaceMetadata metaData                = bsDefinition.createMetadata(capFloorData);
            IList <Period>  expiries                = capFloorData.Expiries;
            int             nExpiries               = expiries.Count;
            DoubleArray     strikes                 = capFloorData.Strikes;
            DoubleMatrix    errorsMatrix            = capFloorData.Error.orElse(DoubleMatrix.filled(nExpiries, strikes.size(), 1d));
            IList <double>  timeList                = new List <double>();
            IList <double>  strikeList              = new List <double>();
            IList <double>  volList                 = new List <double>();
            IList <ResolvedIborCapFloorLeg> capList = new List <ResolvedIborCapFloorLeg>();
            IList <double> priceList                = new List <double>();
            IList <double> errorList                = new List <double>();

            int[] startIndex = new int[nExpiries + 1];
            for (int i = 0; i < nExpiries; ++i)
            {
                LocalDate   endDate        = baseDate.plus(expiries[i]);
                DoubleArray volatilityData = capFloorData.Data.row(i);
                DoubleArray errors         = errorsMatrix.row(i);
                reduceRawData(bsDefinition, ratesProvider, strikes, volatilityData, errors, startDate, endDate, metaData, volatilitiesFunction, timeList, strikeList, volList, capList, priceList, errorList);
                startIndex[i + 1] = volList.Count;
                ArgChecker.isTrue(startIndex[i + 1] > startIndex[i], "no valid option data for {}", expiries[i]);
            }

            IList <CurveMetadata> metadataList   = bsDefinition.createSabrParameterMetadata();
            DoubleArray           timeToExpiries = DoubleArray.of(nExpiries, i => timeList[startIndex[i]]);

            BitArray @fixed  = new BitArray();
            bool     betaFix = false;
            Curve    betaCurve;
            Curve    rhoCurve;

            if (bsDefinition.BetaCurve.Present)
            {
                betaFix = true;
                @fixed.Set(1, true);
                betaCurve = bsDefinition.BetaCurve.get();
                rhoCurve  = InterpolatedNodalCurve.of(metadataList[2], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            }
            else
            {
                @fixed.Set(2, true);
                betaCurve = InterpolatedNodalCurve.of(metadataList[1], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
                rhoCurve  = bsDefinition.RhoCurve.get();
            }
            InterpolatedNodalCurve alphaCurve = InterpolatedNodalCurve.of(metadataList[0], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            InterpolatedNodalCurve nuCurve    = InterpolatedNodalCurve.of(metadataList[3], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            Curve          shiftCurve         = bsDefinition.ShiftCurve;
            SabrParameters sabrParams         = SabrParameters.of(alphaCurve, betaCurve, rhoCurve, nuCurve, shiftCurve, bsDefinition.SabrVolatilityFormula);
            SabrParametersIborCapletFloorletVolatilities vols = SabrParametersIborCapletFloorletVolatilities.of(bsDefinition.Name, index, calibrationDateTime, sabrParams);
            double        totalChiSq = 0d;
            ZonedDateTime prevExpiry = calibrationDateTime.minusDays(1L);     // included if calibrationDateTime == fixingDateTime

            for (int i = 0; i < nExpiries; ++i)
            {
                DoubleArray start = computeInitialValues(ratesProvider, betaCurve, shiftCurve, timeList, volList, capList, startIndex, i, betaFix, capFloorData.DataType);
                UncoupledParameterTransforms transform = new UncoupledParameterTransforms(start, TRANSFORMS, @fixed);
                int nCaplets     = startIndex[i + 1] - startIndex[i];
                int currentStart = startIndex[i];
                System.Func <DoubleArray, DoubleArray>  valueFunction    = createPriceFunction(ratesProvider, vols, prevExpiry, capList, priceList, startIndex, nExpiries, i, nCaplets, betaFix);
                System.Func <DoubleArray, DoubleMatrix> jacobianFunction = createJacobianFunction(ratesProvider, vols, prevExpiry, capList, priceList, index.Currency, startIndex, nExpiries, i, nCaplets, betaFix);
                NonLinearTransformFunction transFunc = new NonLinearTransformFunction(valueFunction, jacobianFunction, transform);
                DoubleArray        adjustedPrices    = this.adjustedPrices(ratesProvider, vols, prevExpiry, capList, priceList, startIndex, i, nCaplets);
                DoubleArray        errors            = DoubleArray.of(nCaplets, n => errorList[currentStart + n]);
                LeastSquareResults res = solver.solve(adjustedPrices, errors, transFunc.FittingFunction, transFunc.FittingJacobian, transform.transform(start));
                LeastSquareResultsWithTransform resTransform = new LeastSquareResultsWithTransform(res, transform);
                vols        = updateParameters(vols, nExpiries, i, betaFix, resTransform.ModelParameters);
                totalChiSq += res.ChiSq;
                prevExpiry  = capList[startIndex[i + 1] - 1].FinalFixingDateTime;
            }
            return(IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(vols, totalChiSq));
        }