Beta Function used in Beta distribution

In summary: The beta function is used to find the probability of a particular outcome given some other values, or to find the probability of a particular combination of values.The beta function is a mathematical function used in probability and statistics.It is a function that takes a real number and outputs a probability.It is used to find the probability of a particular outcome given some other values, or to find the probability of a particular combination of values.
  • #1
justin001
46
0
Could anyone explain in laymen terms what really the beta function does as said in Beta Function:https://en.wikipedia.org/wiki/Beta_function .I know that gamma function is used to find the factorial of real numbers but when it comes to beta function I can't get what really beta function does.I am reading an article: Empirical Analysis:http://1drv.ms/1GUqmdO:and it explains about Dirichlet distribution:https://en.wikipedia.org/wiki/Dirichlet_distribution

After looking for the prerequisites needed to study Dirichlet distribution as said in Prerequisites for Dirichlet distribution:http://www.metacademy.org/graphs/concepts/dirichlet_distribution#focus=5zwsgm7z&mode=explore I have reached up to Beta distribution:https://en.wikipedia.org/wiki/Beta_distribution in the tree.This is where the beta function comes in beta distribution and that's where I'm stuck.Could anyone help me.

I would like an answer that doesn't uses too much symbols,concepts and jargon terms.I would like a simple explanation for Beta function and how it is used in Beta distribution.
 
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  • #4
Stephen Tashi said:
Since you're reading Bayesian material, try this explanation: http://www.statlect.com/beta_distribution.htm
I have went through all of these many times before but the concept that get my head stuck is normalization in beta distribution.I would like to know how normalization takes place in beta distribution.Is it(normalization) done by the beta function alone or is there any other factor involved?Also I can't see anything related to Bayesian here.Did you mean to say about conditional probability?
 
  • #5
justin001 said:
I can't see anything related to Bayesian here.

The explanation gives an example where the beta distribution is the posterior distribution when a uniform prior on [0,1] is assumed ( a Bayesian approach) and particular data is observed.
 
  • #6
Stephen Tashi said:
The explanation gives an example where the beta distribution is the posterior distribution when a uniform prior on [0,1] is assumed ( a Bayesian approach) and particular data is observed.

I think that's too heavy for an novice in Bayesian statistics.Could you show an example by plugging the values α and β that might give an intuition into how beta distribution works.
 
  • #7
Look up the Beta Integral and by taking out the constant not related to the integral you will see that you get a Beta function back as a result.

Hence the name Beta distribution.
 

What is the Beta Function used for in the Beta distribution?

The Beta Function, also known as the Euler Integral of the first kind, is used as a normalizing constant in the Beta distribution. It is used to ensure that the area under the probability density function (PDF) of the Beta distribution is equal to 1.

How is the Beta Function defined?

The Beta Function, denoted by B(a,b), is defined as B(a,b) = Γ(a)Γ(b)/Γ(a+b), where Γ(x) is the Gamma function. In other words, it is the ratio of two Gamma functions.

What are the parameters a and b in the Beta Function?

The parameters a and b in the Beta Function represent the shape parameters of the Beta distribution. They can take on any positive real values, and they determine the shape of the distribution's PDF.

What is the relationship between the Beta Function and the Beta distribution?

The Beta distribution is a probability distribution that is defined by the Beta Function. The Beta distribution is used to model data that is bounded between 0 and 1, and the Beta Function is used to ensure that the distribution is properly normalized.

How is the Beta Function used in practice?

In practice, the Beta Function is often used to calculate probabilities or to generate random numbers from a Beta distribution. It is also used in statistical analysis to compare the fit of different models to a set of data.

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