/src/quantlib/ql/experimental/volatility/noarbsabr.hpp
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1 | | /* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */ |
2 | | |
3 | | /* |
4 | | Copyright (C) 2014 Peter Caspers |
5 | | |
6 | | This file is part of QuantLib, a free-software/open-source library |
7 | | for financial quantitative analysts and developers - http://quantlib.org/ |
8 | | |
9 | | QuantLib is free software: you can redistribute it and/or modify it |
10 | | under the terms of the QuantLib license. You should have received a |
11 | | copy of the license along with this program; if not, please email |
12 | | <quantlib-dev@lists.sf.net>. The license is also available online at |
13 | | <https://www.quantlib.org/license.shtml>. |
14 | | |
15 | | This program is distributed in the hope that it will be useful, but WITHOUT |
16 | | ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS |
17 | | FOR A PARTICULAR PURPOSE. See the license for more details. |
18 | | */ |
19 | | |
20 | | /*! \file noarbsabr.hpp |
21 | | \brief No-arbitrage SABR |
22 | | |
23 | | Reference: Paul Doust, No-arbitrage SABR, |
24 | | The Journal of Computational Finance (3–31) |
25 | | Volume 15/Number 3, Spring 2012 |
26 | | |
27 | | The parameters are bounded as follows (see also below) |
28 | | |
29 | | beta [0.01, 0.99] |
30 | | expiryTime (0.0, 30.0] |
31 | | sigmaI = alpha*forward^(beta-1) [0.05, 1.0] |
32 | | nu [0.0001, 0.8] |
33 | | rho [-0.99, 0.99] |
34 | | |
35 | | As suggested in the paper, d0 is interpolated (linearly) |
36 | | in phi space. For beta > 0.9 phi is extrapolated to a |
37 | | value corresponding to d0 = tiny_prob = 1E-5 at beta = 1. |
38 | | For tau < 0.25 phi is extrapolated flat. |
39 | | For rho outside [-0.75, 0.75] phi is extrapolated linearly. |
40 | | |
41 | | There are some parameter sets that are admissable, yet do |
42 | | not allow for the adjustment procedure as suggested in the |
43 | | paper to force the model implied forward to the correct |
44 | | value. In this case, no adjustment is done, leading to a |
45 | | model implied forward different from the desired one. |
46 | | This situation can be identified by comparing forward() |
47 | | and numericalForward(). |
48 | | */ |
49 | | |
50 | | #ifndef quantlib_noarb_sabr |
51 | | #define quantlib_noarb_sabr |
52 | | |
53 | | #include <ql/qldefines.hpp> |
54 | | #include <ql/types.hpp> |
55 | | #include <ql/math/integrals/gausslobattointegral.hpp> |
56 | | |
57 | | #include <vector> |
58 | | |
59 | | namespace QuantLib { |
60 | | |
61 | | namespace detail::NoArbSabrModel { |
62 | | // parameter bounds |
63 | | const Real beta_min = 0.01; |
64 | | const Real beta_max = 0.99; |
65 | | const Real expiryTime_max = 30.0; |
66 | | const Real sigmaI_min = 0.05; |
67 | | const Real sigmaI_max = 1.00; |
68 | | const Real nu_min = 0.01; |
69 | | const Real nu_max = 0.80; |
70 | | const Real rho_min = -0.99; |
71 | | const Real rho_max = 0.99; |
72 | | // cutoff for phi(d0) / tau |
73 | | // if beta = 0.99, d0 is below 1E-14 for |
74 | | // bigger values than this |
75 | | const Real phiByTau_cutoff = 124.587; |
76 | | // number of mc simulations in tabulated |
77 | | // absorption probabilities |
78 | | const Real nsim = 2500000.0; |
79 | | // small probability used for extrapolation |
80 | | // of beta towards 1 |
81 | | const Real tiny_prob = 1E-5; |
82 | | // minimum strike used for normal case integration |
83 | | const Real strike_min = 1E-6; |
84 | | // accuracy and max iterations for |
85 | | // numerical integration |
86 | | const Real i_accuracy = 1E-7; |
87 | | const Size i_max_iterations = 10000; |
88 | | // accuracy when adjusting the model forward |
89 | | // to match the given forward |
90 | | const Real forward_accuracy = 1E-6; |
91 | | // step for searching the model forward |
92 | | // in newton algorithm |
93 | | const Real forward_search_step = 0.0010; |
94 | | // lower bound for density evaluation |
95 | | const Real density_lower_bound = 1E-50; |
96 | | // threshold to identify a zero density |
97 | | const Real density_threshold = 1E-100; |
98 | | } |
99 | | |
100 | | class NoArbSabrModel { |
101 | | |
102 | | public: |
103 | | NoArbSabrModel(Real expiryTime, Real forward, Real alpha, Real beta, Real nu, Real rho); |
104 | | |
105 | | Real optionPrice(Real strike) const; |
106 | | Real digitalOptionPrice(Real strike) const; |
107 | 0 | Real density(const Real strike) const { |
108 | 0 | return p(strike) * (1 - absProb_) / numericalIntegralOverP_; |
109 | 0 | } |
110 | | |
111 | 0 | Real forward() const { return externalForward_; } |
112 | 0 | Real numericalForward() const { return numericalForward_; } |
113 | 0 | Real expiryTime() const { return expiryTime_; } |
114 | 0 | Real alpha() const { return alpha_; } |
115 | 0 | Real beta() const { return beta_; } |
116 | 0 | Real nu() const { return nu_; } |
117 | 0 | Real rho() const { return rho_; } |
118 | | |
119 | 0 | Real absorptionProbability() const { return absProb_; } |
120 | | |
121 | | private: |
122 | | Real p(Real f) const; |
123 | | Real forwardError(Real forward) const; |
124 | | const Real expiryTime_, externalForward_; |
125 | | const Real alpha_, beta_, nu_, rho_; |
126 | | Real absProb_, fmin_, fmax_; |
127 | | mutable Real forward_, numericalIntegralOverP_; |
128 | | mutable Real numericalForward_; |
129 | | ext::shared_ptr<GaussLobattoIntegral> integrator_; |
130 | | class integrand; |
131 | | class p_integrand; |
132 | | }; |
133 | | |
134 | | namespace detail { |
135 | | |
136 | | extern "C" const unsigned long sabrabsprob[1209600]; |
137 | | |
138 | | class D0Interpolator { |
139 | | public: |
140 | | D0Interpolator(Real forward, Real expiryTime, Real alpha, Real beta, Real nu, Real rho); |
141 | | Real operator()() const; |
142 | | |
143 | | private: |
144 | | Real phi(Real d0) const; |
145 | | Real d0(Real phi) const; |
146 | | const Real forward_, expiryTime_, alpha_, beta_, nu_, rho_, gamma_; |
147 | | Real sigmaI_; |
148 | | std::vector<Real> tauG_, sigmaIG_, rhoG_, nuG_, betaG_; |
149 | | }; |
150 | | |
151 | | } // namespace detail |
152 | | } // namespace QuantLib |
153 | | |
154 | | #endif |