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Standardised observations

Each prior statement that we make describes our beliefs about some random quantity. When we actually observe this quantity, we may compare what we expect to happen with what actually happens. A simple comparison is as follows.

For a single random quantity X, suppose that we specify tex2html_wrap_inline4082 and tex2html_wrap_inline3706 and then observe value x. Using only our limited belief specification, we evaluate the standardised observation defined as

displaymath4080

tex2html_wrap_inline4092 has prior expectation zero and prior variance one. Thus, a very large absolute value for tex2html_wrap_inline4092 might suggest that we have misspecified tex2html_wrap_inline4082 or underestimated the variability of X, or misrecorded the value x, while a value near zero might suggest that we have overestimated the variability of X. How large or small tex2html_wrap_inline4092 must be to merit attention depends entirely upon the context, relating in large part to our confidence in our prior formulation.



David Wooff
Thu Oct 15 11:56:54 BST 1998