开发者

generating random number with a specific distribution in c

开发者 https://www.devze.com 2023-04-02 04:55 出处:网络
i need a library with functions for generating random number, given average, standard deviation and using one 开发者_JAVA技巧of three distribution - exponential, normal or unified.

i need a library with functions for generating random number, given average, standard deviation and using one 开发者_JAVA技巧of three distribution - exponential, normal or unified.

even one of the three would help. i'm looking for something like this - http://www.codeproject.com/KB/recipes/zigurat.aspx, but in c.

thanks


May I recommend the GNU Scientific Library either for use or for inspiration? It has several Random Number Distributions and is designed to be used from C and C++.


uniform:
Generate a random number in the range [0,1] with uniform distribution:

double X=((double)rand()/(double)RAND_MAX);

Exponentional
generating an exponentional random variable with parameter lambda:

-ln(U)/lambda (where U~Uniform[0,1]). 

normal:
the simplest way [though time consuming] is using the central limit theorem, [sum enough uniformly distributed numbers] but there are other methods in the wikipedia page such as the box muller transform that generates 2 independent random variables: X,Y~N(0,1)

X=sqrt(-2ln(U))*cos(2*pi*V)
Y=sqrt(-2ln(U))*sin(2*pi*V)
where U,V~UNIFORM[0,1]

transforming from X~N(0,1) to Z~N(m,s^2) is simple: Z = s*X + m

Though you CAN generate these random numbers, I stand by @Amigable Clark Kant suggestion to use an existing library.

0

精彩评论

暂无评论...
验证码 换一张
取 消

关注公众号