Definition: Two vector spaces $V$ and $W$ over the same field $F$ are isomorphic (written $V \cong W$) if there exists a bijective linear transformation $T: V \to W$.
The Fundamental Isomorphism Theorem for Vector Spaces: Every finite-dimensional vector space $V$ of dimension $n$ over $F$ is isomorphic to $F^n$.
Proof sketch: Choose a basis $\{v_1, \ldots, v_n\}$ for $V$. Define $T: V \to F^n$ by $T(a_1 v_1 + \cdots + a_n v_n) = (a_1, \ldots, a_n)$. This map is linear, injective (kernel = {0}), and surjective (any tuple has a preimage). $\blacksquare$
Consequences:
- All $n$-dimensional vector spaces over the same field are isomorphic to each other.
- Isomorphic spaces share all vector-space properties (dimension, subspace structure, etc.).
- This justifies working in $F^n$ as a "universal model" for any finite-dimensional space.
Example: The space $P_2$ of polynomials of degree at most 2 is isomorphic to $\mathbb{R}^3$ via $a + bx + cx^2 \mapsto (a, b, c)$.
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- Definition of isomorphic/isomorphism between vector spacesAn isomorphism of vector spaces over the same field is a bijective linear map. Spaces are isomorphic when such a map...
- The inverse of an isomorphism is an isomorphism.If $T:V\to W$ is a bijective linear map, its inverse is linear. Write $y i=T(x i)$; then $T^{-1}(ay 1+by...
- Vector space isomorphism is an equivalence relation.Isomorphism is reflexive (the identity is an isomorphism), symmetric (invert an isomorphism), and transitive (compose...
- Isomorphic vector spaces have the same dimension.An isomorphism sends a basis to a basis: injectivity preserves independence and surjectivity gives spanning. Hence...
- Finite-dimensional vector spaces of equal dimension over the same field are isomorphicFinite-dimensional vector spaces over the same field are isomorphic iff their dimensions agree. Given bases $(v i)$...
- Every finite dimensional vector space over R (or C) is isomorphic to R^n (or C^n) for some n.If $\dim {\mathbb F}V=n<\infty$, the coordinate map relative to any ordered basis is a linear isomorphism...
- Definition of automorphism of a vector spaceAn automorphism is an invertible linear operator $T:V\to V$. In finite dimension its matrix in any basis is...
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