matrices and matrix methods Flashcards

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1
Q

How would a 2-dimensional image be typically be represented?

A

256 x 256 matrix

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2
Q

What is a matrix?

A

A set of real or complex numbers arranged in rows + columns to form a rectangular array

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3
Q

What is m x n matrix?

A

A matrix having m rows and n columns

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4
Q

What does row matrix consist of?

A

1 row only

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5
Q

What do column matrix consist of?

A

1 column only

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6
Q

What does square matrix have?

A

Equal number of rows and columns

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7
Q

What do each element in a matrix have?

A

Its own ‘address’ or ‘location’ defined by a systems of double suffixes

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8
Q

What do the first and second suffix indicate?

A
First = row
Second = column
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9
Q

How can a 3D matrix be written as?

A

(aijk)

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10
Q

How can a vector be represented as?

A

A matrix of order 1 x n

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11
Q

How can matrices be added or subtracted?

A

2 matrices must be of the same order

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12
Q

What is the application of addition and substraction of matrices?

A

Imaging application

Adding multiple averages to increase SNR

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13
Q

How can matrixes be multiplied?

A

By single number (i.e. scalar)

Each individual element is multiplied by that factor

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14
Q

What is the application of multiplication of matrices?

A

Changing image display brightness

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15
Q

What is equation for multiplication of matrices?

A

k(aij) = (kaij)

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16
Q

When is matrix multiplication only possible?

A

When no. of column in first is equal to the number of rows in second

a.b = c

17
Q

When are transpose of a matrix formed?

A

When the rows and columns of matrix are interchanged

  • The first row becomes the column
  • The second row becomes the second column
  • The third row becomes the third column
18
Q

What is a square matrix a order of?

A

m x m

19
Q

What is a square matrix?

A

symmetric
symmetric about leading diagonal

if aij=aji

20
Q

What is a diagonal matrix?

A

A square matrix with all elements 0 except those on the leading diagonal

21
Q

What is unit matrix?

A

A diagonal matrix in which elements along the leading diagonal are unity

22
Q

What is the application of special matrices?

A

Imaging application:

symmetric and diagonal matrices feature in DTI theory

23
Q

What is the unit matrix denoted by and what it is its role?

A

Denoted by I

I has the same function as the number 1 in standard scalar algebra

24
Q

What is the consequence of multiplying matrix by identity matrix I?

A

Leaves it unchanged

25
Q

What is determinant of a matrix?

A

A value associated with square matrix

Computed from the entries of the matrix by a specific arithmetic expression (or using computer function)

26
Q

What do determinant of matrix provide information on?

A

Useful in matrix representation of linear equations

Useful when matrix represents a geometric transformation

27
Q

How is determinat of 2 x 2 matrix written symbollically as?

A

det A or magnitude of A
[A B C D] =
ad-bc

28
Q

What is the determinant of a 3x3 matrix?

A

(aei+bfg+cdh)-(ceg+afh+bdi)

29
Q

What is the determinant?

A

Just a number
It gives useful information about the matrix
It is needed to compute the inverse of the matrix

30
Q

What is matrix division?

A

Inverse of matrix

Only applies to square matrices

31
Q

What is the important application of a matrix division?

A

Image transformation
Image analysis
Performed in software

32
Q

How is the inverse of a 2x2 matrix determined by?

A

Rearranging the matrix elements and dividing by the determinant

33
Q

Inverse of 2x2 matrix?

A

The elements on the leading diagonal are swapped, the remaining elements are multiplied by -1, and the resulting matrix divided by the determinant of A