How to distribute product sign across base and exponent terms

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SUMMARY

This discussion focuses on the mathematical challenge of distributing the product sign across base and exponent terms in hierarchical models. The two key expressions analyzed are the product from j=1 to j_k of (t_jk)^(sum(Z_ijk) + a_k - 1) and the product from k=1 to K of (b_k)^(j_k*a_k). The solution involves separating the product into distinct components, allowing for the manipulation of both bases and exponents effectively. Devon provides a clear breakdown of the distribution process, confirming that it is indeed possible to achieve the desired distribution.

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Devon79
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I am calculating the likelihood of a hierarchical model and am having trouble distributing the product sign.

Here are the two expressions that I'm interested in:

Product from j=1 to j_k of: (t_jk)^(sum(Z_ijk) + a_k - 1)

and

Product from k=1 to K of: (b_k)^(j_k*a_k).

The tricky part for me is distributing the product sign across the base and the exponent terms simultaneously. Is it possible?

Devon
 
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[tex] \prod_{j=1}^{J_k} t_{jk}^{(\sum_{l=1}^L Z_{ljk}) + a_k-1} =<br /> \left(\prod_{j=1}^{J_k} \prod_{l=1}^L t_{jk}^{Z_{ljk}}\right)<br /> \left(\prod_{j=1}^{J_k} t_{jk}\right)^{a_k-1}[/tex]

[tex] \prod_{k=1}^K b_k^{j_k a_k}<br /> \;[/tex] probably not much to do with this
 

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