/src/quantlib/ql/processes/hestonslvprocess.cpp
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1 | | /* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */ |
2 | | |
3 | | /* |
4 | | Copyright (C) 2015 Johannes Göttker-Schnetmann |
5 | | Copyright (C) 2015 Klaus Spanderen |
6 | | |
7 | | This file is part of QuantLib, a free-software/open-source library |
8 | | for financial quantitative analysts and developers - http://quantlib.org/ |
9 | | |
10 | | QuantLib is free software: you can redistribute it and/or modify it |
11 | | under the terms of the QuantLib license. You should have received a |
12 | | copy of the license along with this program; if not, please email |
13 | | <quantlib-dev@lists.sf.net>. The license is also available online at |
14 | | <https://www.quantlib.org/license.shtml>. |
15 | | |
16 | | This program is distributed in the hope that it will be useful, but WITHOUT |
17 | | ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS |
18 | | FOR A PARTICULAR PURPOSE. See the license for more details. |
19 | | */ |
20 | | |
21 | | /*! \file hestonslvprocess.cpp |
22 | | \brief Heston stochastic local volatility process |
23 | | */ |
24 | | |
25 | | #include <ql/processes/hestonslvprocess.hpp> |
26 | | #include <ql/math/distributions/normaldistribution.hpp> |
27 | | #include <ql/methods/finitedifferences/utilities/squarerootprocessrndcalculator.hpp> |
28 | | #include <utility> |
29 | | |
30 | | namespace QuantLib { |
31 | | |
32 | | HestonSLVProcess::HestonSLVProcess(const ext::shared_ptr<HestonProcess>& hestonProcess, |
33 | | ext::shared_ptr<LocalVolTermStructure> leverageFct, |
34 | | const Real mixingFactor) |
35 | 0 | : mixingFactor_(mixingFactor), hestonProcess_(hestonProcess), |
36 | 0 | leverageFct_(std::move(leverageFct)) { |
37 | 0 | registerWith(hestonProcess); |
38 | 0 | setParameters(); |
39 | 0 | }; |
40 | | |
41 | 0 | void HestonSLVProcess::update() { |
42 | 0 | setParameters(); |
43 | 0 | StochasticProcess::update(); |
44 | 0 | } |
45 | | |
46 | 0 | Array HestonSLVProcess::drift(Time t, const Array& x) const { |
47 | 0 | Array tmp(2); |
48 | |
|
49 | 0 | const Volatility vol = |
50 | 0 | std::max(1e-8, std::sqrt(x[1])*leverageFct_->localVol(t, x[0], true)); |
51 | |
|
52 | 0 | tmp[0] = riskFreeRate()->forwardRate(t, t, Continuous).rate() |
53 | 0 | - dividendYield()->forwardRate(t, t, Continuous).rate() |
54 | 0 | - 0.5*vol*vol; |
55 | |
|
56 | 0 | tmp[1] = kappa_*(theta_ - x[1]); |
57 | |
|
58 | 0 | return tmp; |
59 | 0 | } |
60 | | |
61 | 0 | Matrix HestonSLVProcess::diffusion(Time t, const Array& x) const { |
62 | |
|
63 | 0 | const Real vol = |
64 | 0 | std::max(1e-8, std::sqrt(x[1])*leverageFct_->localVol(t, x[0], true)); |
65 | |
|
66 | 0 | const Real sigma2 = mixedSigma_ * std::sqrt(x[1]); |
67 | 0 | const Real sqrhov = std::sqrt(1.0 - rho_*rho_); |
68 | |
|
69 | 0 | Matrix tmp(2,2); |
70 | 0 | tmp[0][0] = vol; tmp[0][1] = 0.0; |
71 | 0 | tmp[1][0] = rho_*sigma2; tmp[1][1] = sqrhov*sigma2; |
72 | |
|
73 | 0 | return tmp; |
74 | 0 | } |
75 | | |
76 | | Array HestonSLVProcess::evolve( |
77 | 0 | Time t0, const Array& x0, Time dt, const Array& dw) const { |
78 | 0 | Array retVal(2); |
79 | |
|
80 | 0 | const Real ex = std::exp(-kappa_*dt); |
81 | |
|
82 | 0 | const Real m = theta_+(x0[1]-theta_)*ex; |
83 | 0 | const Real s2 = x0[1]*mixedSigma_*mixedSigma_*ex/kappa_*(1-ex) |
84 | 0 | + theta_*mixedSigma_*mixedSigma_/(2*kappa_)*(1-ex)*(1-ex); |
85 | 0 | const Real psi = s2/(m*m); |
86 | |
|
87 | 0 | if (psi < 1.5) { |
88 | 0 | const Real b2 = 2/psi-1+std::sqrt(2/psi*(2/psi-1)); |
89 | 0 | const Real b = std::sqrt(b2); |
90 | 0 | const Real a = m/(1+b2); |
91 | |
|
92 | 0 | retVal[1] = a*(b+dw[1])*(b+dw[1]); |
93 | 0 | } |
94 | 0 | else { |
95 | 0 | const Real p = (psi-1)/(psi+1); |
96 | 0 | const Real beta = (1-p)/m; |
97 | 0 | const Real u = CumulativeNormalDistribution()(dw[1]); |
98 | |
|
99 | 0 | retVal[1] = ((u <= p) ? Real(0.0) : std::log((1-p)/(1-u))/beta); |
100 | 0 | } |
101 | |
|
102 | 0 | const Real mu = riskFreeRate()->forwardRate(t0, t0+dt, Continuous).rate() |
103 | 0 | - dividendYield()->forwardRate(t0, t0+dt, Continuous).rate(); |
104 | |
|
105 | 0 | const Real rho1 = std::sqrt(1-rho_*rho_); |
106 | |
|
107 | 0 | const Volatility l_0 = leverageFct_->localVol(t0, x0[0], true); |
108 | 0 | const Real v_0 = 0.5*(x0[1]+retVal[1])*l_0*l_0; |
109 | |
|
110 | 0 | retVal[0] = x0[0]*std::exp(mu*dt - 0.5*v_0*dt |
111 | 0 | + rho_/mixedSigma_*l_0 * ( |
112 | 0 | retVal[1] - kappa_*theta_*dt |
113 | 0 | + 0.5*(x0[1]+retVal[1])*kappa_*dt - x0[1]) |
114 | 0 | + rho1*std::sqrt(v_0*dt)*dw[0]); |
115 | |
|
116 | 0 | return retVal; |
117 | 0 | } |
118 | | |
119 | 0 | void HestonSLVProcess::setParameters() { |
120 | 0 | v0_ = hestonProcess_->v0(); |
121 | 0 | kappa_ = hestonProcess_->kappa(); |
122 | 0 | theta_ = hestonProcess_->theta(); |
123 | 0 | sigma_ = hestonProcess_->sigma(); |
124 | 0 | rho_ = hestonProcess_->rho(); |
125 | 0 | mixedSigma_ = mixingFactor_ * sigma_; |
126 | 0 | } |
127 | | |
128 | | } |