Matrices Flashcards

1
Q

What is a row?

A

A horizontal arrangement of elements in a matrix.

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2
Q

What is an element?

A

Each individual entry in a matrix.

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3
Q

What is a column?

A

A vertical arrangement of elements in a matrix.

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4
Q

What is a dimension?

A

The size of a matrix, given by the number of rows and columns. For example, a matrix with 3 rows and 2 columns has dimensions 3x2.

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5
Q

What is a square matrix?

A

A matrix with the same number of rows and columns.

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6
Q

What is an identity matrix?

A

A square matrix with ones on the main diagonal and zeros elsewhere.

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7
Q

When can matrices be added?

A

Matrices can be added if they have the same dimensions.

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8
Q

How do you add matrices?

A

Add corresponding elements.

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9
Q

When can matrices be subtracted?

A

Matrices can be subtracted if they have the same dimensions.

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10
Q

How do you add matrices?

A

Add corresponding elements.

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11
Q

When can you multiply matrices?

A

Matrices can be multiplied if the number of columns in A equals the number of rows in B.

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12
Q

What would be the resulting shape of matrix multiplication with dimensions 4x3 and 3x2?

A

The resulting shape of the matrix multiplication will be 4x2.

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13
Q

What is the determinant of a 2x2 matrix, [a,b ; c,d]?

A

The determinant is given by ad - bc.

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14
Q

What is the determinant of a 3x3 matrix, [a,b,c ; d,e,f ; g,h,i]?

A

The determinant is calculated using the formula:

det = a(ei - fh) - b(di - fg) + c(dh - eg)

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15
Q

What is the determinant of the identity matrix?

A

The determinant of the identity matrix is 1.

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16
Q

What can be said about the determinant of a matrix and its transpose?

A

The determinant of a matrix and its transpose are the same.

17
Q

How does multiplying a row or column of a matrix by a scalar affect its determinant?

A

Multiplying a row or column of a matrix by a scalar multiplies the determinant by that scalar.

18
Q

What happens to the determinant when two rows or columns of a matrix are interchanged?

A

Interchanging two rows or columns of a matrix changes the sign of the determinant.

19
Q

If two rows or columns of a matrix are proportional, what is the determinant?

A

If two rows or columns of a matrix are proportional, then the determinant is zero.

20
Q

What is the transpose of a matrix?

A

The transpose of a matrix is obtained by interchanging its rows and columns.

21
Q

If matrix A has dimensions m x n, what are the dimensions of its transpose A^T?

A

The transpose A^T will have dimensions n x m.

22
Q

What are the conditions for a square matrix to be symmetric?

A

A square matrix is symmetric if it is equal to its transpose, A = A^T.

23
Q

Assuming the products between the matrices P, Q, R exist, are the following relations always satisfied?

i) (P + Q)R = PR + QR
ii) PQ = QP

A

i) Yes
ii) No

24
Q

What is the determinant of a matrix?

A

The determinant of a square matrix is a scalar value that can be computed from its elements.

25
Q

Define minor in the context of matrices.

A

The minor of an element in a matrix is the determinant of the matrix obtained by deleting the row and column containing that element.

26
Q

What is a cofactor in the context of matrices?

A

The cofactor of an element in a matrix is the signed minor of that element.

27
Q

What is the adjugate matrix of a square matrix?

A

The adjugate matrix of a square matrix is obtained by taking the transpose of the matrix of cofactors of the original matrix.

28
Q

Define adjugate matrix.

A

The adjugate matrix of a square matrix is the transpose of the matrix of cofactors of the original matrix.

29
Q

How do you calculate the inverse of a matrix using the determinant?

A

A^−1 = ( 1 / det(A) ) ⋅ adj(A)

30
Q

What is the determinant of a square matrix that indicates whether it has an inverse?

A

The determinant of the matrix must be non-zero for it to have an inverse.

31
Q

True or False: Every square matrix has a unique inverse.

A

True. Every non-singular (invertible) square matrix has a unique inverse, or it is singular and does not have an inverse.

32
Q

How is the inverse of a product of matrices AB related to the inverses of the individual matrices A and
B?

A

he inverse of AB is equal to the product of the inverses of B and A in reverse order (AB)^(-1) = B^(-1) ⋅ A^-(1)

33
Q

What is the definition of a set of linear equations?

A

Sets of linear equations consist of multiple equations representing linear relationships between variables.

34
Q

How are linear equations represented using matrices?

A

Coefficient matrix (A), variable matrix (X), and constant matrix (B).

35
Q

Name a method for solving sets of linear equations that involves transforming the augmented matrix into row-echelon form.

A

Gaussian elimination.

36
Q

Define the terms “consistent” and “inconsistent” in the context of sets of linear equations.

A

A set of equations is consistent if it has at least one solution, and inconsistent if it has no solution.

37
Q

How many solutions can a set of linear equations have?

A

Zero, one, or infinitely many solutions.

38
Q

State a condition on the matrix A for the set of ‘n’ inhomogeneous equations in ‘n’ unknowns AX = b to have a unique solution.

A
  • Determinant doesn’t equal 0
  • Inverse matrix exists
  • Matrix is non-singular
39
Q

State a condition on the matrix A for the set of n homogeneous equations in n unknowns AX = 0 to
have a non-trivial solution.

A
  • Determinant equals 0
  • Inverse matrix doesn’t exists
  • Matrix is singular