E-Values

1 Extended real numbers and their integral

TODO: describe the extended real numbers and the conventions used for their operations.

Definition 1.1
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The set of extended non-negative real numbers is \(\mathbb {R}_{+,\infty } = \mathbb {R}_{+} \cup \{ +\infty \} \).

Definition 1.2
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The set of extended real numbers is \(\overline{\mathbb {R}} = \mathbb {R} \cup \{ +\infty , -\infty \} \).

TODO: addition and multiplication conventions

Definition 1.3
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The logarithm as a function from \(\mathbb {R}_{+, \infty }\) to \(\overline{\mathbb {R}}\) is defined as

\begin{align*} \log (x) & = \begin{cases} -\infty & \text{if } x = 0 \\ \text{the usual logarithm} & \text{if } x \in (0, +\infty ) \\ +\infty & \text{if } x = +\infty \end{cases}\end{align*}

A good property of the conventions chosen for addition and multiplication is that the usual properties of logarithm hold. In particular, for all \(x, y \in \mathbb {R}_{+, \infty }\), \(\log (xy) = \log (x) + \log (y)\).

TODO: positive and negative parts of an extended real number

Definition 1.4
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For \(f : \Omega \to \overline{\mathbb {R}}\) and \(\mu \) a measure on \(\Omega \), we define the extended integral of \(f\) with respect to \(\mu \) as

\begin{align*} \int _{\omega } f (\omega ) \, d\mu & := \int _{\omega } f^{+} (\omega ) \, d\mu - \int _{\omega } f^{-} (\omega ) \, d\mu \: , \end{align*}

where \(f^{+} = \max (f, 0)\) and \(f^{-} = -\min (f, 0)\), and their integrals are Lebesgue integrals, possibly taking the value \(+\infty \).