Linear Algebra: Idemponent matrix

In summary, an idempotent matrix is a matrix for which A^2=A. In the given conversation, the participants are discussing if there is a value of r that would make the matrix A=-1 -1 2 r idempotent, and how to find that value. Through solving equations, it is determined that r=2 is the only value that satisfies all 4 equations and thus makes A idempotent. It is also mentioned that a square invertible idempotent matrix is equal to the identity matrix.
  • #1
Amy-Lee
27
0
In idemponent matrices:
Is there a value of r for which
(matrix) A= -1 -1
2 r

is idempotent? If so, what is the value of r and why.

I know that A^2=A, that's about all... How does one find r, if this is the only info given?

I have no idea how to approach this. Please help.
 
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  • #2
What is an indemponent matrix?

Thanks
Matt
 
  • #3
If A is an n x n matrix, then A is called idempotent if A^2=A
 
  • #4
Sorry, can't help you with that. But thanks for letting me no what idempotent means.

Thanks
Matt
 
  • #5
CFDFEAGURU said:
What is an indemponent matrix?

The simple definition is simply a matrix for which [itex]A^2=A[/itex].

Amy-Lee said:
In idemponent matrices:
Is there a value of r for which
(matrix) A= -1 -1
2 r

is idempotent? If so, what is the value of r and why.

I know that A^2=A, that's about all... How does one find r, if this is the only info given?

I have no idea how to approach this. Please help.
Well, if [tex]A=\begin{pmatrix}-1 & 1 \\ 2 &r \end{pmatrix}[/tex], what will [itex]A^2[/itex] be?...Setting [itex]A^2=A[/itex] should give you 4 equations (one for each component of the matrices), is there a value of [itex]r[/itex] that solves all 4 equations simultaneously?
 
  • #6
A^2 = -1 -1
2 r

and -1 -1 = -1 -1
2 r 2 r ?
 
  • #7
sorry for bad layout... still haven't figured out how to use advanced reply
 
  • #8
Think about the determinant of an idempotent matrix.
 
  • #9
Amy-Lee said:
A^2 = -1 -1
2 r

and -1 -1 = -1 -1
2 r 2 r ?

No,

[tex]A=\begin{pmatrix}-1 & -1 \\ 2 &r \end{pmatrix}\implies A^2=\begin{pmatrix}-1 & -1 \\ 2 &r \end{pmatrix}\begin{pmatrix}-1 & -1 \\ 2 &r \end{pmatrix}[/tex]

Carry out the matrix multiplication.
 
  • #10
ok I get:
-1 1-r
-2+2r -2+r2
 
  • #11
Right, and for [itex]A[/itex] to be idempotent, that must also be equal to the matrix [itex]A[/itex]...so you want to find an [itex]r[/itex] such that

[tex]\begin{pmatrix}-1 & 1-r \\ -2+2r &-2+r^2 \end{pmatrix}=\begin{pmatrix}-1 & -1 \\ 2 &r \end{pmatrix}[/tex]
 
  • #12
ok thank you... do I now have to reduce it to row-echelon form, by using the Gaussian Elimination?
 
  • #13
You don't have to. If [itex]A^2= A[/itex] then you must have -1= -1, -1= 1-r, -2+2r= 2 and -2+r^2= r. Are there values of r that satisfy all of those and, if so, what are they?
 
  • #14
r= 2; r=1/2; r=-1
 
  • #15
Amy-Lee said:
r= 2; r=1/2; r=-1

r=2 works, but the other two values do not satisfy all 4 equations. (For the two matrices to be equal, all 4 of there components must be equal)
 
  • #16
gabbagabbahey said:
r=2 works, but the other two values do not satisfy all 4 equations. (For the two matrices to be equal, all 4 of there components must be equal)

thank you so much for your help. One last question on the topic: is a square invertible idempotent matrix also the Identity matrix?
 
  • #17
Amy-Lee said:
thank you so much for your help. One last question on the topic: is a square invertible idempotent matrix also the Identity matrix?

Well, if [itex]A^2=A[/itex], what can you say about [itex]\detA[/itex]?
 
  • #18
gabbagabbahey said:
Well, if [itex]A^2=A[/itex], what can you say about [itex]\detA[/itex]?

I don't understand the last part of what you said
 
  • #19
Take the determinant of both sides od the equation [itex]A^2=A[/itex]...what do you get?
 

1. What is a idempotent matrix?

A idempotent matrix is a square matrix that, when multiplied by itself, results in the same matrix. In other words, the matrix remains unchanged after the multiplication.

2. What are the properties of an idempotent matrix?

An idempotent matrix has the following properties:

  • It is a square matrix
  • It is symmetric
  • It has at least one eigenvalue of either 0 or 1
  • Its eigenvalues are either 0 or 1

3. How is an idempotent matrix represented?

An idempotent matrix is represented by the letter I or P.

4. What are the applications of idempotent matrices?

Idempotent matrices have various applications in mathematics, statistics, and computer science. Some examples include:

  • In projection matrices, where they project data onto a subspace
  • In Markov chains, where they represent the transition matrix
  • In coding theory, where they are used for error correction

5. How can we identify if a matrix is idempotent?

To identify if a matrix is idempotent, we can follow these steps:

  1. Compute the matrix's eigenvalues
  2. If all eigenvalues are either 0 or 1, then the matrix is idempotent
  3. If the matrix is symmetric, we can also check if A2 = A to confirm idempotency

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