Theorem.
For any finite-dimensional inner product space , there exists a bijective map from to its dual such that
i.e. for any linear functional , there exists unique such that for any , .
Proof.
To show the injectivity of , suppose such that for all , . This implies that , which in turn implies that by the definition of the inner product.
To show the surjectivity of , suppose is some linear functional. If , then clearly . Thus, assume . In the finite-dimensional case, we are guaranteed that if . So, let be a nonzero unit vector in . We proceed by conjuring a vector which we will use to show that for all , and thus . Observe that since is a scalar multiple of . Suppose is any vector in . We decompose as such:
A few key observations:
and
where we used the fact that and is thus orthogonal to any vector in the null space of . Then,
and therefore, .
As demonstrated in the linked resource, this proof can easily be extended to show the theorem holds for special infinite-dimensional inner product spaces called Hilbert Spaces.
It seems that this theorem serves as a bridge from linear algebra and algebra in general to analysis and measure theory.
Resources: Hilbert Spaces and The Riesz Representation Theorem