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Measure space
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A measure space is a basic object of , a branch of that studies generalized notions of . It contains an underlying set, the of this set that are feasible for measuring (the -algebra) and the method that is used for measuring (the measure). One important example of a measure space is a probability space.

A consists of the first two components without a specific measure.


Definition
A measure space is a triple (X, \mathcal A, \mu), where
  • X is a set
  • \mathcal A is a -algebra on the set X
  • \mu is a measure on (X, \mathcal{A})
  • \mu must satisfy countable additivity. That is, if (A_{n})_{n=1}^{\infty} are pair-wise disjoint then \mu(\cup_{n=1}^{\infty}A_{n}) =\sum_{n=1}^{\infty}\mu(A_{n})

In other words, a measure space consists of a (X, \mathcal{A}) together with a measure on it.


Example
Set X = \{0, 1\}. The \sigma-algebra on finite sets such as the one above is usually the , which is the set of all subsets (of a given set) and is denoted by \wp(\cdot). Sticking with this convention, we set \mathcal{A} = \wp(X)

In this simple case, the power set can be written down explicitly: \wp(X) = \{\varnothing, \{0\}, \{1\}, \{0, 1\}\}.

As the measure, define \mu by \mu(\{0\}) = \mu(\{1\}) = \frac{1}{2}, so \mu(X) = 1 (by additivity of measures) and \mu(\varnothing) = 0 (by definition of measures).

This leads to the measure space (X, \wp(X), \mu). It is a probability space, since \mu(X) = 1. The measure \mu corresponds to the Bernoulli distribution with p = \frac{1}{2}, which is for example used to model a fair coin flip.


Important classes of measure spaces
Most important classes of measure spaces are defined by the properties of their associated measures. This includes, in order of increasing generality:
  • Probability spaces, a measure space where the measure is a probability measure
  • Finite measure spaces, where the measure is a
  • \sigma-finite measure spaces, where the measure is a \sigma -finite measure

Another class of measure spaces are the complete measure spaces.

(2025). 9780387749778, Springer.
(2025). 9781848000476, Springer.
(2025). 9781848000476, Springer.

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