LognormalLIBORPointEvolver.java
package org.drip.dynamics.lmm;
/*
* -*- mode: java; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
*/
/*!
* Copyright (C) 2020 Lakshmi Krishnamurthy
* Copyright (C) 2019 Lakshmi Krishnamurthy
* Copyright (C) 2018 Lakshmi Krishnamurthy
* Copyright (C) 2017 Lakshmi Krishnamurthy
* Copyright (C) 2016 Lakshmi Krishnamurthy
* Copyright (C) 2015 Lakshmi Krishnamurthy
*
* This file is part of DROP, an open-source library targeting analytics/risk, transaction cost analytics,
* asset liability management analytics, capital, exposure, and margin analytics, valuation adjustment
* analytics, and portfolio construction analytics within and across fixed income, credit, commodity,
* equity, FX, and structured products. It also includes auxiliary libraries for algorithm support,
* numerical analysis, numerical optimization, spline builder, model validation, statistical learning,
* and computational support.
*
* https://lakshmidrip.github.io/DROP/
*
* DROP is composed of three modules:
*
* - DROP Product Core - https://lakshmidrip.github.io/DROP-Product-Core/
* - DROP Portfolio Core - https://lakshmidrip.github.io/DROP-Portfolio-Core/
* - DROP Computational Core - https://lakshmidrip.github.io/DROP-Computational-Core/
*
* DROP Product Core implements libraries for the following:
* - Fixed Income Analytics
* - Loan Analytics
* - Transaction Cost Analytics
*
* DROP Portfolio Core implements libraries for the following:
* - Asset Allocation Analytics
* - Asset Liability Management Analytics
* - Capital Estimation Analytics
* - Exposure Analytics
* - Margin Analytics
* - XVA Analytics
*
* DROP Computational Core implements libraries for the following:
* - Algorithm Support
* - Computation Support
* - Function Analysis
* - Model Validation
* - Numerical Analysis
* - Numerical Optimizer
* - Spline Builder
* - Statistical Learning
*
* Documentation for DROP is Spread Over:
*
* - Main => https://lakshmidrip.github.io/DROP/
* - Wiki => https://github.com/lakshmiDRIP/DROP/wiki
* - GitHub => https://github.com/lakshmiDRIP/DROP
* - Repo Layout Taxonomy => https://github.com/lakshmiDRIP/DROP/blob/master/Taxonomy.md
* - Javadoc => https://lakshmidrip.github.io/DROP/Javadoc/index.html
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*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
*
* You may obtain a copy of the License at
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* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
*
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/**
* <i>LognormalLIBORPointEvolver</i> sets up and implements the Multi-Factor No-arbitrage Dynamics of the
* Point Rates State Quantifiers traced from the Evolution of the LIBOR Forward Rate as formulated in:
*
* <br><br>
* <ul>
* <li>
* Goldys, B., M. Musiela, and D. Sondermann (1994): <i>Log-normality of Rates and Term Structure
* Models</i> <b>The University of New South Wales</b>
* </li>
* <li>
* Musiela, M. (1994): <i>Nominal Annual Rates and Log-normal Volatility Structure</i> <b>The
* University of New South Wales</b>
* </li>
* <li>
* Brace, A., D. Gatarek, and M. Musiela (1997): The Market Model of Interest Rate Dynamics
* <i>Mathematical Finance</i> <b>7 (2)</b> 127-155
* </li>
* </ul>
*
* <br><br>
* <ul>
* <li><b>Module </b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/ProductCore.md">Product Core Module</a></li>
* <li><b>Library</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/FixedIncomeAnalyticsLibrary.md">Fixed Income Analytics</a></li>
* <li><b>Project</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/dynamics/README.md">HJM, Hull White, LMM, and SABR Dynamic Evolution Models</a></li>
* <li><b>Package</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/dynamics/lmm/README.md">LMM Based Latent State Evolution</a></li>
* </ul>
*
* @author Lakshmi Krishnamurthy
*/
public class LognormalLIBORPointEvolver implements org.drip.dynamics.evolution.PointStateEvolver {
private org.drip.state.forward.ForwardCurve _fc = null;
private org.drip.state.discount.MergedDiscountForwardCurve _dc = null;
private org.drip.state.identifier.ForwardLabel _lslForward = null;
private org.drip.state.identifier.FundingLabel _lslFunding = null;
private org.drip.dynamics.lmm.LognormalLIBORVolatility _llv = null;
private double forwardDerivative (
final int iViewDate)
throws java.lang.Exception
{
org.drip.function.definition.R1ToR1 freR1ToR1 = new org.drip.function.definition.R1ToR1 (null)
{
@Override public double evaluate (
final double dblDate)
throws java.lang.Exception
{
return _fc.forward ((int) dblDate);
}
};
return freR1ToR1.derivative (iViewDate, 1);
}
private double continuousForwardRateIncrement (
final int iViewDate,
final double dblAnnualizedIncrement,
final double[] adblMultivariateRandom)
throws java.lang.Exception
{
final int iNumFactor = adblMultivariateRandom.length;
final double dblSpotTimeIncrementSQRT = java.lang.Math.sqrt (dblAnnualizedIncrement);
org.drip.function.definition.R1ToR1 continuousForwardRateR1ToR1 = new
org.drip.function.definition.R1ToR1 (null) {
@Override public double evaluate (
final double dblDate)
throws java.lang.Exception
{
double dblForwardPointVolatilityModulus = 0.;
double dblPointVolatilityMultifactorRandom = 0.;
double[] adblContinuousForwardVolatility = _llv.continuousForwardVolatility ((int) dblDate,
_fc);
if (null != adblContinuousForwardVolatility) {
for (int i = 0; i < iNumFactor; ++i) {
dblForwardPointVolatilityModulus += adblContinuousForwardVolatility[i] *
adblContinuousForwardVolatility[i];
dblPointVolatilityMultifactorRandom += adblContinuousForwardVolatility[i] *
adblMultivariateRandom[i];
}
}
return (_fc.forward ((int) dblDate) + 0.5 * dblForwardPointVolatilityModulus) *
dblAnnualizedIncrement + dblPointVolatilityMultifactorRandom * dblSpotTimeIncrementSQRT;
}
};
return continuousForwardRateR1ToR1.derivative (iViewDate, 1);
}
private double spotRateIncrement (
final double dblSpotDate,
final double dblViewDate,
final double dblAnnualizedIncrement,
final double[] adblMultivariateRandom)
throws java.lang.Exception
{
final int iNumFactor = adblMultivariateRandom.length;
final double dblAnnualizedIncrementSQRT = java.lang.Math.sqrt (dblAnnualizedIncrement);
org.drip.function.definition.R1ToR1 spotRateR1ToR1 = new org.drip.function.definition.R1ToR1
(null) {
@Override public double evaluate (
final double dblDate)
throws java.lang.Exception
{
double dblPointVolatilityMultifactorRandom = 0.;
double[] adblContinuousForwardVolatility = _llv.continuousForwardVolatility ((int) dblDate,
_fc);
if (null != adblContinuousForwardVolatility) {
for (int i = 0; i < iNumFactor; ++i)
dblPointVolatilityMultifactorRandom += adblContinuousForwardVolatility[i] *
adblMultivariateRandom[i];
}
return _fc.forward ((int) dblDate) * dblAnnualizedIncrement +
dblPointVolatilityMultifactorRandom * dblAnnualizedIncrementSQRT;
}
};
return spotRateR1ToR1.derivative (dblViewDate, 1);
}
/**
* LognormalLIBORPointEvolver Constructor
*
* @param lslFunding The Funding Latent State Label
* @param lslForward The Forward Latent State Label
* @param llv The Log-normal LIBOR Volatility Instance
* @param fc The Forward Curve Instance
* @param dc The Discount Curve Instance
*
* @throws java.lang.Exception Thrown if Inputs are Invalid
*/
public LognormalLIBORPointEvolver (
final org.drip.state.identifier.FundingLabel lslFunding,
final org.drip.state.identifier.ForwardLabel lslForward,
final org.drip.dynamics.lmm.LognormalLIBORVolatility llv,
final org.drip.state.forward.ForwardCurve fc,
final org.drip.state.discount.MergedDiscountForwardCurve dc)
throws java.lang.Exception
{
if (null == (_lslFunding = lslFunding) || null == (_lslForward = lslForward) || null == (_llv = llv)
|| null == (_fc = fc) || null == (_dc = dc))
throw new java.lang.Exception ("LognormalLIBORPointEvolver ctr: Invalid Inputs");
}
/**
* Retrieve the Funding Label
*
* @return The Funding Label
*/
public org.drip.state.identifier.FundingLabel fundingLabel()
{
return _lslFunding;
}
/**
* Retrieve the Forward Label
*
* @return The Forward Label
*/
public org.drip.state.identifier.ForwardLabel forwardLabel()
{
return _lslForward;
}
/**
* Retrieve the Log-normal LIBOR Volatility Instance
*
* @return The Log-normal LIBOR Volatility Instance
*/
public org.drip.dynamics.lmm.LognormalLIBORVolatility llv()
{
return _llv;
}
/**
* Retrieve the Forward Curve Instance
*
* @return The Forward Curve Instance
*/
public org.drip.state.forward.ForwardCurve forwardCurve()
{
return _fc;
}
/**
* Retrieve the Discount Curve Instance
*
* @return The Discount Curve Instance
*/
public org.drip.state.discount.MergedDiscountForwardCurve discountCurve()
{
return _dc;
}
@Override public org.drip.dynamics.lmm.BGMPointUpdate evolve (
final int iSpotDate,
final int iViewDate,
final int iSpotTimeIncrement,
final org.drip.dynamics.evolution.LSQMPointUpdate lsqmPrev)
{
if (iSpotDate > iViewDate || (null != lsqmPrev && !(lsqmPrev instanceof
org.drip.dynamics.lmm.BGMPointUpdate)))
return null;
double dblAnnualizedIncrement = 1. * iSpotTimeIncrement / 365.25;
double dblAnnualizedIncrementSQRT = java.lang.Math.sqrt (dblAnnualizedIncrement);
double[] adblMultivariateRandom = _llv.msg().random();
java.lang.String strTenor = _lslForward.tenor();
double dblLIBOR = java.lang.Double.NaN;
double dblSpotRate = java.lang.Double.NaN;
double dblDiscountFactor = java.lang.Double.NaN;
double dblContinuouslyCompoundedForwardRate = java.lang.Double.NaN;
org.drip.dynamics.lmm.BGMPointUpdate bgmPrev = null == lsqmPrev ? null :
(org.drip.dynamics.lmm.BGMPointUpdate) lsqmPrev;
int iForwardDate = new org.drip.analytics.date.JulianDate (iViewDate).addTenor (strTenor).julian();
try {
if (null == bgmPrev) {
dblLIBOR = _fc.forward (iForwardDate);
dblDiscountFactor = _dc.df (iViewDate);
dblSpotRate = _dc.forward (iSpotDate, iSpotDate + 1);
dblContinuouslyCompoundedForwardRate = _dc.forward (iViewDate, iViewDate + 1);
} else {
dblLIBOR = bgmPrev.libor();
dblSpotRate = bgmPrev.spotRate();
dblDiscountFactor = bgmPrev.discountFactor();
dblContinuouslyCompoundedForwardRate = bgmPrev.continuousForwardRate();
}
double[] adblLognormalFactorPointVolatility = _llv.factorPointVolatility (iSpotDate, iViewDate);
double[] adblContinuousForwardVolatility = _llv.continuousForwardVolatility (iViewDate, _fc);
double dblCrossVolatilityDotProduct = 0.;
double dblLognormalPointVolatilityModulus = 0.;
double dblLIBORVolatilityMultiFactorRandom = 0.;
double dblContinuousForwardVolatilityModulus = 0.;
double dblForwardVolatilityMultiFactorRandom = 0.;
int iNumFactor = adblLognormalFactorPointVolatility.length;
for (int i = 0; i < iNumFactor; ++i) {
dblLognormalPointVolatilityModulus += adblLognormalFactorPointVolatility[i] *
adblLognormalFactorPointVolatility[i];
dblCrossVolatilityDotProduct += adblLognormalFactorPointVolatility[i] *
adblContinuousForwardVolatility[i];
dblLIBORVolatilityMultiFactorRandom += adblLognormalFactorPointVolatility[i] *
adblMultivariateRandom[i] * dblAnnualizedIncrementSQRT;
dblContinuousForwardVolatilityModulus += adblContinuousForwardVolatility[i] *
adblContinuousForwardVolatility[i];
dblForwardVolatilityMultiFactorRandom += adblContinuousForwardVolatility[i] *
adblMultivariateRandom[i] * dblAnnualizedIncrementSQRT;
}
double dblDCF = org.drip.analytics.support.Helper.TenorToYearFraction (strTenor);
double dblLIBORDCF = dblDCF * dblLIBOR;
double dblLIBORIncrement = dblAnnualizedIncrement * (forwardDerivative (iForwardDate) + dblLIBOR
* dblCrossVolatilityDotProduct + (dblLognormalPointVolatilityModulus * dblLIBOR * dblLIBORDCF
/ (1. + dblLIBORDCF))) + dblLIBOR * dblLIBORVolatilityMultiFactorRandom;
double dblContinuousForwardRateIncrement = continuousForwardRateIncrement (iViewDate,
dblAnnualizedIncrement, adblMultivariateRandom);
double dblSpotRateIncrement = spotRateIncrement (iSpotDate, iViewDate, dblAnnualizedIncrement,
adblMultivariateRandom);
double dblEvolvedContinuousForwardRate = dblContinuouslyCompoundedForwardRate +
dblContinuousForwardRateIncrement;
double dblDiscountFactorIncrement = dblDiscountFactor * (dblSpotRate -
dblContinuouslyCompoundedForwardRate) * dblAnnualizedIncrement -
dblForwardVolatilityMultiFactorRandom;
return org.drip.dynamics.lmm.BGMPointUpdate.Create (_lslFunding, _lslForward, iSpotDate,
iSpotDate + iSpotTimeIncrement, iViewDate, dblLIBOR + dblLIBORIncrement, dblLIBORIncrement,
dblEvolvedContinuousForwardRate, dblContinuousForwardRateIncrement, dblSpotRate +
dblSpotRateIncrement, dblSpotRateIncrement, dblDiscountFactor +
dblDiscountFactorIncrement, dblDiscountFactorIncrement, java.lang.Math.exp
(dblEvolvedContinuousForwardRate) - 1., (java.lang.Math.exp (dblDCF *
dblEvolvedContinuousForwardRate) - 1.) / dblDCF, java.lang.Math.sqrt
(dblLognormalPointVolatilityModulus), java.lang.Math.sqrt
(dblContinuousForwardVolatilityModulus));
} catch (java.lang.Exception e) {
e.printStackTrace();
}
return null;
}
}