Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof that the matrix of a composition is the product of the matrices

Builds on Matrix of a linear mapMatrix multiplicationComposition of linear mapsLinear mapBasis

Proof

We compute the image of each basis vector of UU under T∘ST \circ S in two steps.

  1. Write A=(a1,…,ap)A = (a_1, \dots, a_p), B=(b1,…,bn)B = (b_1, \dots, b_n) and C=(c1,…,cm)C = (c_1, \dots, c_m) for the bases of UU, VV and WW.
  2. Let [S]B,A=(sjk)[S]_{B,A} = (s_{jk}), an n×pn \times p matrix. By the definition of the matrix of a linear map, S(ak)=∑j=1nsjkbjS(a_k) = \sum_{j=1}^n s_{jk} b_j for 1≤k≤p1 \le k \le p.
  3. Let [T]C,B=(tij)[T]_{C,B} = (t_{ij}), an m×nm \times n matrix. Then T(bj)=∑i=1mtijciT(b_j) = \sum_{i=1}^m t_{ij} c_i for 1≤j≤n1 \le j \le n.
  4. The composition T∘ST \circ S is linear: T(S(u+λu′))=T(S(u))+λT(S(u′))T(S(u + \lambda u')) = T(S(u)) + \lambda T(S(u')) for u,u′∈Uu, u' \in U and λ∈F\lambda \in F, since SS and TT are linear.
  5. Fix kk with 1≤k≤p1 \le k \le p. By step 2 and the linearity of TT, (T∘S)(ak)=T(∑j=1nsjkbj)=∑j=1nsjkT(bj)(T \circ S)(a_k) = T\left(\sum_{j=1}^n s_{jk} b_j\right) = \sum_{j=1}^n s_{jk} T(b_j).
  6. By step 3, this equals ∑j=1nsjk∑i=1mtijci=∑i=1m(∑j=1ntijsjk)ci\sum_{j=1}^n s_{jk} \sum_{i=1}^m t_{ij} c_i = \sum_{i=1}^m \left(\sum_{j=1}^n t_{ij} s_{jk}\right) c_i.
  7. By the definition of the matrix product, ∑j=1ntijsjk\sum_{j=1}^n t_{ij} s_{jk} is the entry (i,k)(i, k) of [T]C,B [S]B,A[T]_{C,B}\,[S]_{B,A}.
  8. The coordinates of a vector in the basis CC are unique. So, by step 6, entry (i,k)(i, k) of [T∘S]C,A[T \circ S]_{C,A} is ∑j=1ntijsjk\sum_{j=1}^n t_{ij} s_{jk}.
  9. By steps 7 and 8, the two m×pm \times p matrices have the same entries. Hence [T∘S]C,A=[T]C,B [S]B,A[T \circ S]_{C,A} = [T]_{C,B}\,[S]_{B,A}.

Idea

Column kk of a matrix records where the kk-th basis vector goes. Pushing aka_k first through SS and then through TT produces exactly the sum that defines the (i,k)(i, k) entry of the product. This is why matrix multiplication is defined the way it is.

Reading path

To understand this page from the ground up, read these 6 pages in order. The foundations come first.

Show the path as a graph
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Basis concept
  2. Composition of linear maps concept
  3. Linear map concept
  4. Matrix multiplication concept
  5. Matrix of a linear map concept
  6. Proof that the matrix of a composition is the product of the matrices proof

Where this leads

94 pages build on this one.

Further reading

  1. Web https://dec41.user.srcf.net/notes/IB_M/linear_algebra_thm_proof.pdf, Section 2.2
About this page
Tag84XDSB1RJ7
URIm2://84XDSB1RJ7
Kindproof
WritingW0 stub
MSC15A04
ProvesMatrix of a composition is the product of matrices
UsesMatrix of a linear map, Matrix multiplication, Composition of linear maps, Linear map, Basis
Changed4 November 2026

Markdown · JSON · Edit on GitHub

What this page needs for W1

  • an inventory row: the row of the inventory that the node accounts for (0 of 1)

The writing levels say how complete the text of a page is. They do not measure its truth.

What links here

No page links to this page yet.