Matrices Flashcards
Give a basic definition of a matrix.
A matrix is a set of real or complex numbers (or elements) arranged in rows and columns to form a rectangular array.
A matrix having m rows and n columns is called an m x n matrix, and is referred to as having order m x n
If m = n then the array is square, and the array is then called a square matrix of order n.
If the matrix has one column or one row it is then called a column vector or row vector respectively.
What does the general entry aij represent in a matrix?
aij represents an element in a matrix that is positioned in the i<strong>th</strong> row and the jthcolumn.
The element can be real or complex.
What is a diagonal matrix?
A diagonal matrix is a square matrix that has its only non-zero elements along the leading diagonal (it may have zeros on the leading diagonal also).
Define the leading diagonal and the trace of a matrix.
In a square matrix of order n the diagonal containing the elements a11, a22, a33, … , ann is called the principle, main, or leading diagonal.
The sum of the elements of the leading diagonal is called the trace of the square matrix.
e.g.
trace A = a11 + a22 + … + ann = Σi = 1n of aii
Define the Transpose of a matrix.
The transposed matrix AT is the matrix with elements bij = aji
In essence, it is a matrix with the rows and columns interchanged. see image below
Note: a column vector it transposed to a row vector and vice versa.
What are the rules of matrix addition?
You can only add an m x n matrix with another m x n matrix.
An element of the sum matrix is the sum of the corresponding elements from the original matrices.
If A has elements aij and B has elements bij then A+B has elements aij + bij
Similarly for subtraction, A - B has elements aij - bij
Define multiplication of a matrix by a scalar.
What is a symmetrical matrix?
A Symmetrical Matrix is one, in which (aij) = (aji)
Meaning that the it is symmetric about the leading diagonal.
This also means that A = AT for a symmetric matrix.
What is a Skew-Symmetric Matrix?
A Skew-Symmetric Matrix is one in which (aij) = - (aji)
Meaning that the triangle of numbers below the leading diagonal are the negatives of the numbers above the leading diagonal and vice versa.
Note that this means that A = - AT
What is a Diagonal Matrix?
A Diagonal Matrix is one in which all of the elements of the matrix are zero except those on the leading diagonal.
What is a Null Matrix?
In a Null Matrix all of the elements of the matrix are zero.
What is a Singular Matrix?
A Singular Matrix is one whose determinant is zero.
What is the relationship between det(A) and det(AT)?
Use the following matrix to figure it out:
( 1 2 )
( 3 4 )
the determinant of the matrix A is equal to the determinant of the transpose of matrix A.
i.e.
det(A) = det(AT)
What is the result of muliplying a matrix with its inverse?
When you multiply a matrix with its inverse (in either order) the result is the Identity Matrix.
i.e.
A.A- 1 = A- 1.A = Im
What does it mean for the determinant of a matrix when two rows (or columns) of the matrix are equal?
When two rows (or columns) of a matrix are equal then the determinant of the matrix will be zero.
Note: This is also the case if a row or column is a scalar multiple of another.