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Augmented matrix information


In linear algebra, an augmented matrix is a matrix obtained by appending a -dimensional row vector , on the right, as a further column to a -dimensional matrix . This is usually done for the purpose of performing the same elementary row operations on the augmented matrix as is done on the original one when solving a system of linear equations by Gaussian elimination.

For example, given the matrices and column vector , where

the augmented matrix is

For a given number of unknowns, the number of solutions to a system of linear equations depends only on the rank of the matrix of coefficients representing the system and the rank of the corresponding augmented matrix where the components of consist of the right hand sides of the successive linear equations. According to the Rouché–Capelli theorem, any system of linear equations

where is the -component column vector whose entries are the unknowns of the system is inconsistent (has no solutions) if the rank of the augmented matrix is greater than the rank of the coefficient matrix . If, on the other hand, the ranks of these two matrices are equal, the system must have at least one solution. The solution is unique if and only if the rank equals the number of variables . Otherwise the general solution has free parameters where is the difference between the number of variables and the rank. In such a case there as an affine space of solutions of dimension equal to this difference.

The inverse of a nonsingular square matrix of dimension may be found by appending the identity matrix to the right of to form the dimensional augmented matrix . Applying elementary row operations to transform the left-hand block to the identity matrix , the right-hand block is then the inverse matrix

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find the inverse of this matrix, one takes the following matrix augmented by the identity and row-reduces it as a 3 × 6 matrix: [ A | I ] = [ 2 − 1 0 1...

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this method, an augmented matrix is first created with the left side being the matrix to invert and the right side being the identity matrix. Then, Gaussian...

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otherwise) is inconsistent if the rank of the augmented matrix is greater than the rank of the coefficient matrix. If, on the other hand, the ranks of these...

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meaning it has no solutions, if the rank of the augmented matrix (the coefficient matrix augmented with an additional column consisting of the vector...

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consistent if and only if the coefficient matrix has the same rank as its augmented matrix (the coefficient matrix with an extra column added, that column...

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transformations such that the 2×2 matrix of the A i , j {\displaystyle A_{i,j}} is orthogonal. The augmented matrix that represents the composition of...

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system of linear equations is said to be in row echelon form if its augmented matrix is in row echelon form. Similarly, a system of linear equations is...

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it has more than one solution. This occurs when the matrix of the system and its augmented matrix have the same rank r and r < n. In this case, one can...

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Gaussian-elimination consists of performing elementary row operations on the augmented matrix [ M v ] = [ 2 1 − 1 8 − 3 − 1 2 − 11 − 2 1 2 − 3 ] {\displaystyle \left[\...

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if the rank of the coefficient matrix is equal to the rank of the augmented matrix (the coefficient matrix augmented with a column of intercept terms)...

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The Matrix is a 1999 science fiction action film written and directed by the Wachowskis. It is the first installment in the Matrix film series, starring...

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otherwise) is inconsistent if the rank of the augmented matrix is greater than the rank of the coefficient matrix. If, on the other hand, the ranks of these...

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the objective, but the augmented Lagrangian method adds yet another term designed to mimic a Lagrange multiplier. The augmented Lagrangian is related to...

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consistent if and only if its coefficient matrix has the same rank as does its augmented matrix (the coefficient matrix with an extra column added, that column...

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Total least squares

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F}\|[E\;F]\|_{F},\qquad (X+E)B=Y+F} where [ E F ] {\displaystyle [E\;F]} is the augmented matrix with E and F side by side and ‖ ⋅ ‖ F {\displaystyle \|\cdot \|_{F}}...

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Linear subspace

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Numbers t1, t2, ..., tk such that v = t1b1 + ··· + tkbk Create an augmented matrix A whose columns are b1,...,bk , with the last column being v. Use elementary...

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matrices used in mathematics, science and engineering. A matrix (plural matrices, or less commonly matrixes) is a rectangular array of numbers called entries...

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Independent equation

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equations in a system equals the rank of the augmented matrix of the system—the system's coefficient matrix with one additional column appended, that column...

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Hadamard code

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1\}^{k}\to \{0,1\}^{2^{k}}} . The generator matrix of the augmented Hadamard code is obtained by restricting the matrix G {\displaystyle G} to the columns whose...

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other hand, if the rank of the augmented matrix exceeds (necessarily by one, if at all) the rank of the coefficient matrix, then the equations will jointly...

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