Apply the elementary row operations from bottom to top: , , and . This order ensures that each subtraction uses the original preceding row. The result is the upper triangular matrixPut , , , . Row is either zero if , or has its first nonzero entry in column . Thus, for arbitrary real parameters, a row echelon form is obtained by retaining the nonzero rows of in their existing order and moving every zero row to the bottom. This deals explicitly with vanishing parameters; an upper triangular matrix with an intermediate zero row is not yet a row echelon form.
The subtractions preserve the determinant, so the original matrix hasA square matrix is invertible exactly when its determinant is nonzero. Consequently,These conditions concern consecutive parameters: no ordering, positivity, or pairwise distinctness of all four is required. More generally the rank of a matrix here is the number of nonzero , because the retained nonzero rows have distinct leading columns.
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