1 #ifndef STAN_MATH_PRIM_SCAL_PROB_LOGISTIC_CDF_HPP 2 #define STAN_MATH_PRIM_SCAL_PROB_LOGISTIC_CDF_HPP 4 #include <boost/random/exponential_distribution.hpp> 5 #include <boost/random/variate_generator.hpp> 29 template <
typename T_y,
typename T_loc,
typename T_scale>
31 logistic_cdf(
const T_y& y,
const T_loc& mu,
const T_scale& sigma) {
39 static const char*
function(
"logistic_cdf");
41 using boost::math::tools::promote_args;
44 T_partials_return P(1.0);
51 "Location parameter", mu,
52 "Scale parameter", sigma);
60 operands_and_partials(y, mu, sigma);
65 if (
value_of(y_vec[i]) == -std::numeric_limits<double>::infinity())
66 return operands_and_partials.
value(0.0);
69 for (
size_t n = 0; n < N; n++) {
72 if (
value_of(y_vec[n]) == std::numeric_limits<double>::infinity()) {
76 const T_partials_return y_dbl =
value_of(y_vec[n]);
77 const T_partials_return mu_dbl =
value_of(mu_vec[n]);
78 const T_partials_return sigma_dbl =
value_of(sigma_vec[n]);
79 const T_partials_return sigma_inv_vec = 1.0 /
value_of(sigma_vec[n]);
81 const T_partials_return Pn = 1.0 / (1.0 +
exp(-(y_dbl - mu_dbl)
87 operands_and_partials.
d_x1[n]
90 operands_and_partials.
d_x2[n]
93 operands_and_partials.
d_x3[n] += - (y_dbl - mu_dbl) * sigma_inv_vec
99 operands_and_partials.
d_x1[n] *= P;
103 operands_and_partials.
d_x2[n] *= P;
107 operands_and_partials.
d_x3[n] *= P;
109 return operands_and_partials.
value(P);
VectorView< T_return_type, false, true > d_x2
void check_finite(const char *function, const char *name, const T_y &y)
Check if y is finite.
return_type< T_y, T_loc, T_scale >::type logistic_cdf(const T_y &y, const T_loc &mu, const T_scale &sigma)
T value_of(const fvar< T > &v)
Return the value of the specified variable.
T_return_type value(double value)
Returns a T_return_type with the value specified with the partial derivatves.
scalar_seq_view provides a uniform sequence-like wrapper around either a scalar or a sequence of scal...
size_t length(const std::vector< T > &x)
boost::math::tools::promote_args< typename scalar_type< T1 >::type, typename scalar_type< T2 >::type, typename scalar_type< T3 >::type, typename scalar_type< T4 >::type, typename scalar_type< T5 >::type, typename scalar_type< T6 >::type >::type type
Metaprogram to determine if a type has a base scalar type that can be assigned to type double...
void check_positive_finite(const char *function, const char *name, const T_y &y)
Check if y is positive and finite.
fvar< T > exp(const fvar< T > &x)
void check_not_nan(const char *function, const char *name, const T_y &y)
Check if y is not NaN.
This class builds partial derivatives with respect to a set of operands.
VectorView< T_return_type, false, true > d_x3
size_t max_size(const T1 &x1, const T2 &x2)
return_type< T_y, T_loc, T_scale >::type logistic_log(const T_y &y, const T_loc &mu, const T_scale &sigma)
void check_consistent_sizes(const char *function, const char *name1, const T1 &x1, const char *name2, const T2 &x2)
Check if the dimension of x1 is consistent with x2.
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
VectorView< T_return_type, false, true > d_x1