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Matrix Algebra Basics Chapter 3 Section 5
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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 Matrix [1 x n] matrix
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Column Matrix [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 IfIf and then
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Matrix Addition Example
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Matrix addition: Ex 2: (Matrix addition)
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Matrix Subtraction C = A - B Is defined by
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Matrix subtraction: Ex 3: (Scalar multiplication and matrix subtraction) Find (a) 3A, (b) –B, (c) 3A – B
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(a)(a) (b) (b) (c)(c) Solution:
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Then (1) A+B = B + A (2) A + ( B + C ) = ( A + B ) + C (3) ( cd ) A = c ( dA ) (4) 1A = A (5) c( A+B ) = cA + cB (6) ( c+d ) A = cA + dA Properties of matrix addition and scalar multiplication:
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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]
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Computation: A x B = C [3 x 2][2 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] [3 x 3] Result is 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 ofis 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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n equations in n variables: unknown values of x can be found using the inverse of matrix A such that General Form
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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 1)Enter “=mmult(“ 2)Select the cells of the first matrix 3)Enter comma “,” 4)Select the cells of the second matrix 5)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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