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→See also: Markov random field works much better |
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The partition function is commonly used as a [[generating function]] for [[expectation value]]s of various functions of the random variables. So, for example, taking <math>\beta</math> as an adjustable parameter, then the derivative of <math>\log(Z(\beta))</math> with respect to <math>\beta</math>
:<math>\
gives the average (expectation value) of ''H''. In physics, this would be called the average [[energy]] of the system.
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one then has
:<math>\
\frac{\partial}{\partial J_k}
\log Z(\beta,J)\right|_{J=0}
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