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Pam Perlich Urban Planning 5/6020
Matrix Algebra Basics Pam Perlich Urban Planning 5/6020
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Algebra
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Matrix A matrix is any doubly subscripted array of elements arranged in rows and columns.
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Row Vector [1 x n] matrix
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Column Vector [m x 1] matrix
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Square Matrix Same number of rows and columns
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The Identity
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Identity Matrix Square matrix with ones on the diagonal and zeros elsewhere.
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Transpose Matrix Rows become columns and columns become rows
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Matrix Addition and Subtraction
A new matrix C may be defined as the additive combination of matrices A and B where: C = A + B is defined by: Note: all three matrices are of the same dimension
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Addition If and then
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Matrix Addition Example
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Matrix Subtraction C = A - B Is defined by
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Matrix Multiplication
Matrices A and B have these dimensions: [r x c] and [s x d]
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Matrix Multiplication
Matrices A and B can be multiplied if: [r x c] and [s x d] c = s
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Matrix Multiplication
The resulting matrix will have the dimensions: [r x c] and [s x d] r x d
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Computation: A x B = C [2 x 2] [2 x 3] [2 x 3]
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Computation: A x B = C [3 x 2] [2 x 3] [3 x 3]
A and B can be multiplied [3 x 3]
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Computation: A x B = C [3 x 2] [2 x 3] Result is 3 x 3 [3 x 3]
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Inversion
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Matrix Inversion Like a reciprocal in scalar math
Like the number one in scalar math
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Linear System of Simultaneous Equations
First precinct: 6 arrests last week equally divided between felonies and misdemeanors. Second precinct: 9 arrests - there were twice as many felonies as the first precinct.
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Solution Note: Inverse of is Premultiply both sides by inverse matrix
A square matrix multiplied by its inverse results in the identity matrix. A 2x2 identity matrix multiplied by the 2x1 matrix results in the original 2x1 matrix.
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General Form n equations in n variables:
unknown values of x can be found using the inverse of matrix A such that
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Garin-Lowry Model The object is to find x given A and y . This is done by solving for x :
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Matrix Operations in Excel
Select the cells in which the answer will appear
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Matrix Multiplication in Excel
Enter “=mmult(“ Select the cells of the first matrix Enter comma “,” Select the cells of the second matrix Enter “)”
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Matrix Multiplication in Excel
Enter these three key strokes at the same time: control shift enter
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Matrix Inversion in Excel
Follow the same procedure Select cells in which answer is to be displayed Enter the formula: =minverse( Select the cells containing the matrix to be inverted Close parenthesis – type “)” Press three keys: Control, shift, enter
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