Intuition
Once a basis is chosen in each space, every vector becomes a list of numbers and every linear map becomes a matrix. The matrix works on coordinates exactly as the map works on vectors, and a different choice of bases gives a different matrix for the same map.
A recipe can be written in grams or in cups. The dish is the same; the numbers on the card depend on the units chosen, and converting the card is arithmetic.
The matrix relative to bases
Let be linear, a basis of and a basis of . The matrix of relative to and , written , has as its column the coordinates . When and one basis is used on both sides it is written . With the standard bases of and it is the matrix of the chapter on matrices.
Working with it
- is : one column per basis vector of the domain, one row per basis vector of the codomain.
- For from to , with the bases and : , , , so the matrix is .
The matrix does the map in coordinates
Write , so that . Linearity gives , and coordinates respect the operations, so . That is a combination of the columns of the matrix with the weights , which is the matrix times .
Proof steps
The coordinates of are the weights .
Linearity carries through the combination.
Coordinates respect addition and scaling.
A combination of the columns with the weights is the matrix times the column of weights.
Applications
Practice
Columns Are Coordinates of Images
Apply to each basis vector of the domain, write the result in coordinates of the codomain's basis, and set those coordinates down as the columns, in order.
The columns are , and .
Try it
What is the matrix of , , in the basis ?
Try it
is . In the basis , what is the entry in row 2, column 3 of its matrix?
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is the map of . What is its matrix in the basis , ?
Try it
The matrix of a linear map is the same whichever bases are used.
Try it
and are maps of with matrices and . What is the entry in row 1, column 1 of the matrix of , which applies first?
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is linear. What shape is its matrix relative to bases of the two spaces?
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The matrix of relative to bases and has null space spanned by . What is ?
What You Learned
- Column of is .
Final checkpoint
Try it
What is the matrix of , , relative to the basis and the basis of ?
Try it
is . In the basis , what is the entry in row 1, column 2 of its matrix?
Try it
For linear maps and with bases chosen in each space, the matrix of is the matrix of times the matrix of , in that order.
Completion
Lesson complete
Great work! You now know how to:
- build the matrix of a linear map relative to chosen bases;
- compute a map through coordinates;
- multiply matrices to compose maps;
- translate a kernel between coordinates and vectors.