Linear Combination of Measures

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Theorem

Let $\struct {X, \Sigma}$ be a measurable space.

Let $\mu, \nu$ be measures on $\struct {X, \Sigma}$.


Then for all positive real numbers $a, b \in \R_{\ge 0}$, the pointwise sum:

$a \mu + b \nu: \Sigma \to \overline \R, \ \map {\paren {a \mu + b \nu} } E := a \map \mu E + b \map \nu E$

is also a measure on $\struct {X, \Sigma}$.




Proof

Verifying the axioms $(1)$, $(2)$ and $(3')$ for a measure in turn:


Axiom $(1)$

The statement of axiom $(1)$ for $a \mu + b \nu$ is:

$\forall E \in \Sigma: \map {\paren {a \mu + b \nu} } E \ge 0$


Let $E \in \Sigma$.

Then $\map \mu E, \map \nu E \ge 0$ as $\mu$ and $\nu$ are measures.

Hence, $a \map \mu E \ge 0$ as $a \ge 0$.

Also, $b \map \nu E \ge 0$ since $b \ge 0$.


Therefore it follows that:

$a \map \mu E + b \map \nu E \ge 0$

as desired.

$\Box$


Axiom $(2)$

Let $\sequence {E_n}_{n \mathop \in \N}$ be a sequence of pairwise disjoint sets in $\Sigma$.


The statement of axiom $(2)$ for $a \mu + b \nu$ is:

$\ds \map {\paren {a \mu + b \nu} } {\bigcup_{n \mathop \in \N} E_n} = \sum_{n \mathop \in \N} \map {\paren {a \mu + b \nu} } {E_n}$


So let us do a direct computation:

\(\ds \map {\paren {a \mu + b \nu} } {\bigcup_{n \mathop \in \N} E_n}\) \(=\) \(\ds a \map \mu {\bigcup_{n \mathop \in \N} E_n} + b \map \nu {\bigcup_{n \mathop \in \N} E_n}\) Definition of Pointwise Addition
\(\ds \) \(=\) \(\ds a \sum_{n \mathop \in \N} \map \mu {E_n} + b \sum_{n \mathop \in \N} \map \nu {E_n}\) $\mu$ and $\nu$ are measures and satisfy $(2)$
\(\ds \) \(=\) \(\ds \sum_{n \mathop \in \N} a \map \mu {E_n} + b \map \nu {E_n}\) Combined Sum Rule for Real Sequences
\(\ds \) \(=\) \(\ds \sum_{n \mathop \in \N} \map {\paren {a \mu + b \nu} } {E_n}\)

which establishes $a \mu + b \nu$ satisfies $(2)$.

$\Box$



Axiom $(3')$

The statement of axiom $(3')$ for $a \mu + b \nu$ is:

$\map {\paren {a \mu + b \nu} } \O = 0$


This is verified by the following:

\(\ds \map {\paren {a \mu + b \nu} } \O\) \(=\) \(\ds a \map \mu \O + b \map \nu \O\) Definition of Pointwise Addition
\(\ds \) \(=\) \(\ds a \cdot 0 + b \cdot 0\) $\mu$ and $\nu$ are measures and satisfy $(3')$
\(\ds \) \(=\) \(\ds 0\)

Thus, $a \mu + b \nu$ satisfies $(3')$.

$\Box$


Having verified an appropriate set of axioms, it follows that $a \mu + b \nu$ is a measure.

$\blacksquare$


Sources