Elementary Matrices in Linear Algebra

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What is an elementary matrix?

A square matrix that can be obtained from the identity matrix by performing a single elementary row operation

How many types of elementary matrices are there?

Three

What is the notation for a row swap elementary matrix?

Rs(i, j)

What is a property of elementary matrices?

They are always invertible

What is an application of elementary matrices?

Performing row operations on a matrix

What can any invertible matrix be expressed as?

A product of elementary matrices

Study Notes

Definition

An elementary matrix is a square matrix that can be obtained from the identity matrix by performing a single elementary row operation.

Types of Elementary Matrices

There are three types of elementary matrices:

1. Row Swap Matrix

  • Obtained by swapping two rows of the identity matrix
  • Denoted by Rs(i, j), where i and j are the row indices to be swapped

2. Row Multiplication Matrix

  • Obtained by multiplying a row of the identity matrix by a non-zero scalar
  • Denoted by Rm(i, k), where i is the row index and k is the scalar

3. Row Addition Matrix

  • Obtained by adding a multiple of one row to another row of the identity matrix
  • Denoted by Ra(i, j, k), where i and j are the row indices and k is the scalar

Properties

  • Elementary matrices are invertible and their inverses are also elementary matrices
  • The product of two elementary matrices is also an elementary matrix
  • Any invertible matrix can be expressed as a product of elementary matrices

Applications

  • Elementary matrices are used to perform row operations on a matrix, which is essential in Gaussian elimination and other linear algebra techniques
  • They can be used to find the inverse of a matrix
  • They are used in solving systems of linear equations

Elementary Matrices

  • An elementary matrix is a square matrix that can be obtained from the identity matrix by performing a single elementary row operation.

Types of Elementary Matrices

  • Row Swap Matrix: obtained by swapping two rows of the identity matrix, denoted by Rs(i, j), where i and j are the row indices to be swapped.
  • Row Multiplication Matrix: obtained by multiplying a row of the identity matrix by a non-zero scalar, denoted by Rm(i, k), where i is the row index and k is the scalar.
  • Row Addition Matrix: obtained by adding a multiple of one row to another row of the identity matrix, denoted by Ra(i, j, k), where i and j are the row indices and k is the scalar.

Properties

  • Elementary matrices are invertible and their inverses are also elementary matrices.
  • The product of two elementary matrices is also an elementary matrix.
  • Any invertible matrix can be expressed as a product of elementary matrices.

Applications

  • Elementary matrices are used to perform row operations on a matrix, essential in Gaussian elimination and other linear algebra techniques.
  • They can be used to find the inverse of a matrix.
  • They are used in solving systems of linear equations.

Learn about elementary matrices, their types, and how they are obtained from the identity matrix through elementary row operations.

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