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Published byFelicity Sparks Modified over 9 years ago
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Chapter 2 Solving Linear Systems Matrix Definitions –Matrix--- Rectangular array/ block of numbers. –The size/order/dimension of a matrix: (The numbers of ROWS) by(x) (the numbers of COLUMNS)
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–ELEMENTS: individual numbers of matrix –a ij --- an element of ROW i and COLUMN j –SQURE matrix The numbers of ROWS = the numbers of COLUMNS –IDENTITY matrix: symbol---I –TRANSPOSED matrix: Rows and columns of a matrix are switched –
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Matrix Operations –Addition Two same size matrices can be added. C=A+B=B+A
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–Multiplication Multiplication of a Matrix by a Scalar –A=kA –Example Multiplication of 2 Matrices –Two Matrix can be multiplied if and only if--- The NUMBER OF COLUMNS OF THE FIRST MATRIX = The NUMBER OF ROWS OF THE SECOND MATRIX –The Size of the resultant matrix --- the NUMBER OF ROWS OF THE FIRST MATRIX by the NUMBER OF COLUMNS OF THE SECOND MATRIX
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Example First Matrix Second Matrix Multipication Size Possible? A B AB (a )( 2x2) (2x2) YES (2x2) (b )( 3x3) (3x2) YES (3x2) (c )( 3x3) (2x3) NO (d )( 5x5) (5x1) YES (5x1)
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Notice that: –AB exists and so does BA with BA being (2x2) –AB exists, BA does not exist as a (3x2) cannot be multiplied into a (3x3) –AB does not exist, It’s possible that BA exists How to calculate the elements of C=AB –Example
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–A---m x n matrix I=identity matrix »I A = A »A I = A
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–Matrix Inversion Only Square matrices have the inverse but not all square matrices have inverses. Scalar number: The inverse of matrix A is denoted by A -1 The size of A -1 is the same as A and A A -1 = I = A -1 A Any Matrix times its own inverse is just the appropriately sized identity matrix
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–Matrix Equality Two matrices are said to be equal if –They are same size –Corresponding elements in the two matrices are the same
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Break-Even Model in Matrix Algebra terms – Break-even model in linear equations 1 TR + 0 TC – 20q = 0 0 TR + 1 TC – 25q = 500 1 TR – 1 TC + 0q = 0 –Let
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–Ax=b A -1 Ax= A -1 b I x= A -1 b x= A -1 b –Example
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–Modelling Steps Set up the system of linear equations Decide upon an order in which to express the unknowns The unknowns on the LHS of the equations Identify the following 3 matrices –A: Square matrix of coefficients relating to the unknowns –x: the matrix of unknows –b: the matrix of RHS constants Find matrix inverse A -1 of A Perform the matrix multiplication A -1 b Use the matrix equality rule to find the elements of x Give the business interpretation of x
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