Column Space and Pivot Columns in Reduced Matrices

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SUMMARY

The discussion focuses on the relationship between the column space of a matrix and its pivot columns in reduced form. It establishes that while pivot columns in the reduced matrix indicate leading variables, they do not span the column space of the original matrix. An example is provided using the matrix \(\begin{pmatrix} 1 & 1 \\ 2 & 2 \end{pmatrix}\), which reduces to \(\begin{pmatrix} 1 & 1 \\ 0 & 0 \end{pmatrix}\). The conclusion drawn is that the span of the leading variable vector \(\begin{pmatrix} 1 \\ 0 \end{pmatrix}\) does not equal the span of the original column vector \(\begin{pmatrix} 1 \\ 2 \end{pmatrix}\).

PREREQUISITES
  • Understanding of matrix reduction techniques
  • Familiarity with concepts of column space and span
  • Knowledge of pivot columns in row echelon form
  • Basic linear algebra principles
NEXT STEPS
  • Study the process of matrix reduction to row echelon form
  • Learn about the concept of linear independence and its relation to column space
  • Explore the implications of pivot columns on the rank of a matrix
  • Investigate the relationship between span and linear transformations
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as educators seeking to clarify the concepts of column space and pivot columns in matrix theory.

horefaen
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To find the column space of a matrix, you reduce the matrix and those columns that contains leading variables(pivot columns), refers to the columns in the original matrix who span the columnspace of the matrix. But does the pivotcolumns in the reduced matrix also span the column space of the original matrix?
 
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No. Consider the following matrix:
[tex]\begin{pmatrix} 1 & 1 \\ 2 & 2 \end{pmatrix}[/tex]

The row echelon form of this matrix is
[tex]\begin{pmatrix} 1 & 1 \\ 0 & 0 \end{pmatrix}[/tex]

Is [tex]Span\{\begin{pmatrix} 1 \\ 0 \end{pmatrix}\}= Span\{\begin{pmatrix} 1 \\ 2 \end{pmatrix}\}[/tex]?
 

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