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normal_ccdf_log.hpp
Go to the documentation of this file.
1 #ifndef STAN_MATH_PRIM_SCAL_PROB_NORMAL_CCDF_LOG_HPP
2 #define STAN_MATH_PRIM_SCAL_PROB_NORMAL_CCDF_LOG_HPP
3
4 #include <boost/random/normal_distribution.hpp>
5 #include <boost/random/variate_generator.hpp>
6 #include <stan/math/prim/scal/meta/OperandsAndPartials.hpp>
7 #include <stan/math/prim/scal/err/check_consistent_sizes.hpp>
8 #include <stan/math/prim/scal/err/check_finite.hpp>
9 #include <stan/math/prim/scal/err/check_not_nan.hpp>
10 #include <stan/math/prim/scal/err/check_positive.hpp>
11 #include <stan/math/prim/scal/fun/constants.hpp>
12 #include <stan/math/prim/scal/fun/value_of.hpp>
13 #include <stan/math/prim/scal/meta/contains_nonconstant_struct.hpp>
14 #include <stan/math/prim/scal/meta/max_size.hpp>
15 #include <cmath>
16 #include <limits>
17
18 namespace stan {
19
20 namespace math {
21
22 template <typename T_y, typename T_loc, typename T_scale>
23 typename return_type<T_y, T_loc, T_scale>::type
24 normal_ccdf_log(const T_y& y, const T_loc& mu, const T_scale& sigma) {
25 static const char* function("stan::math::normal_ccdf_log");
26 typedef typename stan::partials_return_type<T_y, T_loc, T_scale>::type
27 T_partials_return;
28
29 using stan::math::check_positive;
30 using stan::math::check_finite;
31 using stan::math::check_not_nan;
32 using stan::math::check_consistent_sizes;
33 using stan::math::value_of;
34 using stan::math::INV_SQRT_2;
35 using std::log;
36 using std::exp;
37
38 T_partials_return ccdf_log(0.0);
39 // check if any vectors are zero length
40 if (!(stan::length(y)
41 && stan::length(mu)
42 && stan::length(sigma)))
43 return ccdf_log;
44
45 check_not_nan(function, "Random variable", y);
46 check_finite(function, "Location parameter", mu);
47 check_not_nan(function, "Scale parameter", sigma);
48 check_positive(function, "Scale parameter", sigma);
49 check_consistent_sizes(function,
50 "Random variable", y,
51 "Location parameter", mu,
52 "Scale parameter", sigma);
53
54 OperandsAndPartials<T_y, T_loc, T_scale>
55 operands_and_partials(y, mu, sigma);
56
57 VectorView<const T_y> y_vec(y);
58 VectorView<const T_loc> mu_vec(mu);
59 VectorView<const T_scale> sigma_vec(sigma);
60 size_t N = max_size(y, mu, sigma);
61 double log_half = std::log(0.5);
62
63 const double SQRT_TWO_OVER_PI = std::sqrt(2.0 / stan::math::pi());
64 for (size_t n = 0; n < N; n++) {
65 const T_partials_return y_dbl = value_of(y_vec[n]);
66 const T_partials_return mu_dbl = value_of(mu_vec[n]);
67 const T_partials_return sigma_dbl = value_of(sigma_vec[n]);
68
69 const T_partials_return scaled_diff = (y_dbl - mu_dbl)
70 / (sigma_dbl * SQRT_2);
71
72 T_partials_return one_m_erf;
73 if (scaled_diff < -37.5 * INV_SQRT_2)
74 one_m_erf = 2.0;
75 else if (scaled_diff < -5.0 * INV_SQRT_2)
76 one_m_erf = 2.0 - erfc(-scaled_diff);
77 else if (scaled_diff > 8.25 * INV_SQRT_2)
78 one_m_erf = 0.0;
79 else
80 one_m_erf = 1.0 - erf(scaled_diff);
81
82 // log ccdf
83 ccdf_log += log_half + log(one_m_erf);
84
85 // gradients
86 if (contains_nonconstant_struct<T_y, T_loc, T_scale>::value) {
87 const T_partials_return rep_deriv_div_sigma
88 = scaled_diff > 8.25 * INV_SQRT_2
89 ? std::numeric_limits<double>::infinity()
90 : SQRT_TWO_OVER_PI * exp(-scaled_diff * scaled_diff)
91 / one_m_erf / sigma_dbl;
92 if (!is_constant_struct<T_y>::value)
93 operands_and_partials.d_x1[n] -= rep_deriv_div_sigma;
94 if (!is_constant_struct<T_loc>::value)
95 operands_and_partials.d_x2[n] += rep_deriv_div_sigma;
96 if (!is_constant_struct<T_scale>::value)
97 operands_and_partials.d_x3[n] += rep_deriv_div_sigma
98 * scaled_diff * stan::math::SQRT_2;
99 }
100 }
101 return operands_and_partials.to_var(ccdf_log, y, mu, sigma);
102 }
103 }
104 }
105 #endif
check_not_nan.hpp
stan::math::sqrt
fvar< T > sqrt(const fvar< T > &x)
Definition: sqrt.hpp:15
stan::math::check_not_nan
bool check_not_nan(const char *function, const char *name, const T_y &y)
Return true if y is not NaN.
Definition: check_not_nan.hpp:63
check_positive.hpp
stan::math::value_of
T value_of(const fvar< T > &v)
Return the value of the specified variable.
Definition: value_of.hpp:16
stan::math::log
fvar< T > log(const fvar< T > &x)
Definition: log.hpp:15
contains_nonconstant_struct.hpp
stan::length
size_t length(const std::vector< T > &x)
Definition: length.hpp:10
stan::math::erf
fvar< T > erf(const fvar< T > &x)
Definition: erf.hpp:14
stan::math::OperandsAndPartials::to_var
T_return_type to_var(T_partials_return logp, const T1 &x1=0, const T2 &x2=0, const T3 &x3=0, const T4 &x4=0, const T5 &x5=0, const T6 &x6=0)
Definition: OperandsAndPartials.hpp:322
stan::math::normal_ccdf_log
return_type< T_y, T_loc, T_scale >::type normal_ccdf_log(const T_y &y, const T_loc &mu, const T_scale &sigma)
Definition: normal_ccdf_log.hpp:24
stan::math::OperandsAndPartials::d_x1
VectorView< T_partials_return, is_vector< T1 >::value, is_constant_struct< T1 >::value > d_x1
Definition: OperandsAndPartials.hpp:253
stan::is_constant_struct
Metaprogram to determine if a type has a base scalar type that can be assigned to type double...
Definition: is_constant_struct.hpp:16
stan::math::SQRT_2
const double SQRT_2
The value of the square root of 2, .
Definition: constants.hpp:21
stan::math::INV_SQRT_2
const double INV_SQRT_2
The value of 1 over the square root of 2, .
Definition: constants.hpp:27
stan::math::exp
fvar< T > exp(const fvar< T > &x)
Definition: exp.hpp:10
stan::math::OperandsAndPartials::d_x3
VectorView< T_partials_return, is_vector< T3 >::value, is_constant_struct< T3 >::value > d_x3
Definition: OperandsAndPartials.hpp:259
stan::math::OperandsAndPartials
A variable implementation that stores operands and derivatives with respect to the variable...
Definition: OperandsAndPartials.hpp:238
stan::math::check_positive
bool check_positive(const char *function, const char *name, const T_y &y)
Return true if y is positive.
Definition: check_positive.hpp:68
OperandsAndPartials.hpp
stan::max_size
size_t max_size(const T1 &x1, const T2 &x2)
Definition: max_size.hpp:9
stan::contains_nonconstant_struct
Definition: contains_nonconstant_struct.hpp:14
stan::math::check_finite
bool check_finite(const char *function, const char *name, const T_y &y)
Return true if y is finite.
Definition: check_finite.hpp:62
constants.hpp
stan::math::check_consistent_sizes
bool check_consistent_sizes(const char *function, const char *name1, const T1 &x1, const char *name2, const T2 &x2)
Return true if the dimension of x1 is consistent with x2.
Definition: check_consistent_sizes.hpp:31
check_finite.hpp
stan::math::OperandsAndPartials::d_x2
VectorView< T_partials_return, is_vector< T2 >::value, is_constant_struct< T2 >::value > d_x2
Definition: OperandsAndPartials.hpp:256
stan::math::erfc
fvar< T > erfc(const fvar< T > &x)
Definition: erfc.hpp:14
stan::math::pi
double pi()
Return the value of pi.
Definition: constants.hpp:86
value_of.hpp
stan::VectorView
VectorView is a template metaprogram that takes its argument and allows it to be used like a vector...
Definition: VectorView.hpp:41
stan::partials_return_type::type
boost::math::tools::promote_args< typename partials_type< typename scalar_type< T1 >::type >::type, typename partials_type< typename scalar_type< T2 >::type >::type, typename partials_type< typename scalar_type< T3 >::type >::type, typename partials_type< typename scalar_type< T4 >::type >::type, typename partials_type< typename scalar_type< T5 >::type >::type, typename partials_type< typename scalar_type< T6 >::type >::type >::type type
Definition: partials_return_type.hpp:26
check_consistent_sizes.hpp
max_size.hpp

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