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Proof of Theorem 3

Theorem 3 Suppose a list of homogeneous factors and a list of heterogeneous factors constitute a tidy factorization of . If is either a convergent variable, or an old regular variable, or a new regular variable whose deputy is not in the list , then the procedure sum-out1 returns a tidy heterogeneous factorization of .

Proof: Suppose , ..., are all the heterogeneous factors and , ..., are all the homogeneous factors. Also suppose , ..., , , ..., are all the factors that contain . Then

  

where equation (10) is due to Proposition 3. Equation (9) is follows from Proposition 4. As a matter of fact, if is a convergent variable, then it is the only convergent variable in due to the first condition of tidiness. The condition of Proposition 4 is satisfied because does not appear in , ..., . On the other hand, if is an old regular variable or a new regular variable whose deputy does not appear in the list , ..., , then contains no convergent variables due to the second condition of tidiness. Again the condition of Proposition 4 is satisfied. We have thus proved that sum-out1 yields a flexible heterogeneous factorization of .

Let be a convergent variable in the list , ..., . Then cannot be the corresponding new regular variable e. Hence the factor is not touched by sum-out1. Consequently, if we can show that the new factor created by sum-out1 is either a heterogeneous factor or a homogeneous factor that contain no convergent variable, then the factorization returned is tidy.

Suppose sum-out1 does not create a new homogeneous factor. Then no heterogeneous factors in contain . If is a convergent variable, say , then is the only homogeneous factor that contain . The new factor is , which does contain any convergent variables. If is an old regular variable or a new regular variable whose deputy is not in the list , ..., , all the factors that contain do not contain any convergent variables. Hence the new factor again does not contain any convergent variables. The theorem is thus proved.



next up previous
Next: References Up: Exploiting Causal Independence in Previous: Acknowledgements



David Poole
Fri Dec 6 15:09:32 PST 1996