std::normal_distribution - cppreference.com
From cppreference.com
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(since C++11) | |
Generates random numbers according to the Normal (or Gaussian) random number distribution. It is defined as:
- f(x; μ,σ) = exp⎛
⎜
⎝ ⎛
⎜
⎝⎞
⎟
⎠2
⎞
⎟
⎠
Here μ is the Mean and σ is the Standard deviation (stddev).
std::normal_distribution satisfies all requirements of RandomNumberDistribution.
Template parameters
| RealType | - | The result type generated by the generator. The effect is undefined if this is not one of float, double, or long double.
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Member types
| Member type | Definition |
result_type (C++11)
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RealType
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param_type (C++11)
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the type of the parameter set, see RandomNumberDistribution. |
Member functions
(C++11) |
constructs new distribution (public member function) [edit] |
(C++11) |
resets the internal state of the distribution (public member function) [edit] |
Generation | |
(C++11) |
generates the next random number in the distribution (public member function) [edit] |
Characteristics | |
(C++11) |
returns the distribution parameters (public member function) [edit] |
(C++11) |
gets or sets the distribution parameter object (public member function) [edit] |
(C++11) |
returns the minimum potentially generated value (public member function) [edit] |
(C++11) |
returns the maximum potentially generated value (public member function) [edit] |
Non-member functions
Example
#include <cmath> #include <iomanip> #include <iostream> #include <map> #include <random> #include <string> int main() { std::random_device rd{}; std::mt19937 gen{rd()}; // Values near the mean are the most likely. Standard deviation // affects the dispersion of generated values from the mean. std::normal_distribution d{5.0, 2.0}; // Draw a sample from the normal distribution and round it to an integer. auto random_int = [&d, &gen]{ return std::lround(d(gen)); }; std::map<long, unsigned> histogram{}; for (auto n{10000}; n; --n) ++histogram[random_int()]; for (const auto [k, v] : histogram) std::cout << std::setw(2) << k << ' ' << std::string(v / 200, '*') << '\n'; }
Possible output:
-1 0 1 * 2 *** 3 ***** 4 ******** 5 ********* 6 ********* 7 ****** 8 *** 9 * 10 11