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 Post subject: Integral over standard n-simplex
PostPosted: Tue, 28 Sep 2010 13:20:09 UTC 
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Given a standard n-1 simplex \Omega in \mathbb{R}^n:
\Omega  = \left\{ {{\textbf{y}}:\,\,\,\,{y_i} \ge 0,\,\,\,\,1 = \sum\limits_{i = 1}^n {{y_i}} } \right\}
where n is a positive integer, and a vector \textbf{a} with n elements a_i>1,

I need to evaluate the integral

(1) G({\textbf{a}},m,s,t) = \int\limits_{\textbf{y} \in \Omega } {{{\left( {\sum\limits_{i = 1}^m {{y_i}} } \right)}^s}{{\left( {\sum\limits_{i = m}^n {{y_i}} } \right)}^t}\left( {\prod\limits_{i = 1}^n {{y_i}^{{a_i} - 1}} } \right)dy}

where t and s are real non-negative numbers, and m is an integer between 1 and n.

The integral is taken over the standard n-1 simplex \Omega with respect to dy = dy_1 dy_2...dy_n.



Similar integrals that have well-known solutions are:

(2) \int\limits_{y \in \Omega } {\prod\limits_{i = 1}^n {{y_i}^{{a_i} - 1}} dy}  = \frac{{\prod\limits_{i = 1}^n {\Gamma ({a_i})} }}{{\Gamma \left( {\sum\limits_{i = 1}^n {{a_i}} } \right)}}

and

(3) \int\limits_{y \in \Omega } \left(\sum\limits_{i = 1}^m y_i \right)^s \left( \sum\limits_{i = m + 1}^n y_i \right)^t \left( \prod\limits_{i = 1}^n y_i^{a_i - 1}  \right)dy= \frac{\prod\limits_{i = 1}^n {\Gamma ({a_i})} }
{\Gamma \left( {s + t + \sum\limits_{i = 1}^n {{a_i}} } \right)}
\frac{\Gamma \left( {s + \sum\limits_{i = 1}^m {{a_i}} } \right)}
{\Gamma \left( {\sum\limits_{i = 1}^m {{a_i}} } \right)}
\frac{\Gamma \left( {t + \sum\limits_{i = m + 1}^n {{a_i}} } \right)}
{\Gamma \left( {\sum\limits_{i = m + 1}^n {{a_i}} } \right)}

where \Gamma is the Gamma function.

Note that the only difference between (1) and (3) is that the second sum in (3) goes from m+1 to n instead of from m to n. This difference is however important, surely making the solution to (1) more complicated than that of (3).


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 Post subject: Re: Integral over standard n-simplex
PostPosted: Tue, 28 Sep 2010 13:24:58 UTC 
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BayesianGuy wrote:
The integral is taken over the standard n-1 simplex \Omega with respect to dy = dy_1 dy_2...dy_n.


That is impossible. You don't have a nontrivial n-dimensional volume measure on an (n-1)-simplex.

_________________
\begin{aligned}
Spin(1)&=O(1)=\mathbb{Z}/2&\quad&\text{and}\\
Spin(2)&=U(1)=SO(2)&&\text{are obvious}\\
Spin(3)&=Sp(1)=SU(2)&&\text{by }q\mapsto(\mathop{\mathrm{Im}}\mathbb{H}\ni p\mapsto qp\bar{q})\\
Spin(4)&=Sp(1)\times Sp(1)&&\text{by }(q_1,q_2)\mapsto(\mathbb{H}\ni p\mapsto q_1p\bar{q_2})\\
Spin(5)&=Sp(2)&&\text{by }\mathbb{HP}^1\cong S^4_{round}\hookrightarrow\mathbb{R}^5\\
Spin(6)&=SU(4)&&\text{by the irrep }\Lambda_+\mathbb{C}^4
\end{aligned}


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 Post subject: Re: Integral over standard n-simplex
PostPosted: Tue, 28 Sep 2010 18:37:58 UTC 
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outermeasure wrote:
BayesianGuy wrote:
The integral is taken over the standard n-1 simplex \Omega with respect to dy = dy_1 dy_2...dy_n.


That is impossible. You don't have a nontrivial n-dimensional volume measure on an (n-1)-simplex.


Sorry, I meant that the integral is taken with respect to the to Lebesgue measure on \mathbb{R}^{n-1}, e.g. dy = dy_1 dy_2...dy_{n-1}. This is the most common measure with respect to which the PDF of a Dirichlet distribution is defined and my integral is an attempt to calculate an expectation with respect to such a distribution (although a normalization constant has been omitted).

Thanks for spotting the error.


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