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Information correlation functions - example

As a clearly contrived example of what the information correlation functions indicate, consider the three binary variables tex2html_wrap_inline13655, i=1,2,3. Let tex2html_wrap_inline13659. Then tex2html_wrap_inline13661, i.e. it is zero unless all three have the same value.

Consider the full information correlation function, tex2html_wrap_inline13663 of equation 3.29. It is straightforward to show that
equation1237
Thus the information between the reduced distributions is log(2) (the n of section 3.14 is odd), as might be expected from the fact that there is one bit determined by the full distribution not determined by the any of the reduced distributions. Again, we must warn the reader that care must be used in interpreting the information correlation functions.



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