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> [!proposition] Proposition. ([[the average of a vector over G is G-invariant]])
> Let $G$ be a [[group]] [[group action|acting on]] a [[vector space]] $V$ and let $v \in V$.
> 1. The [[averaging over a group|average]] $\tilde{v}$ of $v$ over $G$ is [[group-invariant function|G-invariant]].
> 2. If $w$ is already [[group-invariant function|G-invariant]], then $\tilde{w}=w$.
> [!proof]- Proof. ([[the average of a vector over G is G-invariant]])
> **1.** We want to show that $h \cdot \tilde{v}=\tilde{v}$ for all $h \in G$. We have $\begin{align}
h \cdot \tilde{v} = & \rho_{h} \big( \frac{1}{|G|} \sum_{g \in G} g \cdot v \big) \\
= & \frac{1}{|G|} \sum_{g \in G} \rho_{h}(g \cdot v) \\
= & \frac{1}{|G|} \sum_{g \in G} h \cdot (g \cdot v) \\
= & \frac{1}{|G|} \sum_{g \in G} (hg) \cdot v \\ \\
^{g':=hg}= & \frac{1}{|G|} \sum_{g \in G} g' \cdot v \ \ (*)\\
= & \tilde{v},
\end{align}$
where the step $(*)$ is justified because as $g$ runs through the [[group]], $g'$ does too, just in a different order (to which the final summation is indifferent).
**2.** Let $w$ already be $G$-invariant. Then [[averaging over a group|averaging]] $w$ over $G$ simply gives $\tilde{w}= \frac{1}{|G|} \sum_{g \in G}\rho_{g}(w)= \frac{1}{|G|} \sum_{g \in G} w =w.$
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#### References
> [!backlink]
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> TABLE rows.file.link as "Further Reading"
> FROM [[]]
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> ```
> [!frontlink]
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