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Moments, Correlations, Cumulants

Because of the fact that the only term in the sum for the moments that contributes is the term where all bits are one, the moments, correlation functions, and cumulants are trivial to compute. The moments of the bit string observed state distribution are given by
eqnarray1441
As before, the correlations and cumulants are identical to order three. Plots of the moments (figure 4.10), correlations (figures 4.114.13) and cumulants to order four (figure 4.14) (the first three cumulants are the same as the correlations of the same order) as a function of bit density for N=10 are shown.

 figure1464
Figure 4.6: First order information correlation at N=10 as a function of q. Real part is solid. Imaginary part is dashed. This is also known as negative of the first order entropy. 

 figure1468
Figure 4.7: Second order information correlation at N=10 as a function of q. Real part is solid. Imaginary part is dashed. This is also known as the mutual information. 

 figure1472
Figure 4.8: Third order information correlation at N=10 as a function of q. Real part is solid. Imaginary part is dashed. 

 figure1476
Figure 4.9: Fourth order information correlation at N=10 as a function of q. Real part is solid. Imaginary part is dashed. 

 figure1480
Figure 4.10: Moments 1 thru 4 at N=10 as a function of q. Increasing order moments are more curved. 

 figure1484
Figure 4.11: Second order correlation at N=10 as a function of q. This is also the second order cumulant. 

 figure1488
Figure 4.12: Third order correlation at N=10 as a function of q. This is also the third order cumulant. 

 figure1492
Figure 4.13: Fourth order correlation at N=10 as a function of q. 

 figure1496
Figure 4.14: Fourth order cumulant at N=10 as a function of q. 


next up previous contents
Next: Appendix A - Combinatorial Up: Constraint induced correlations Previous: Information correlation functions

David Wolf
Tue Mar 25 08:11:49 CST 1997