Is it ok to assume matrices A and B as identity matrix?

In summary: Well, it is easy to see that any two cannot be simultaneously correct since they are all different (unless ##A= 0## or ##B=0.##
  • #1
vcsharp2003
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177
Homework Statement
4. If ##A## and ##B## are two matrices such that ##AB = B## and ## BA = A##, then ##A^2
+ B^2## equals:

(a) ##A + B##
(b) ##2BA##
(c) ##2AB##
(d)##BA##
Relevant Equations
##AI = IA = A## where ##I## is identity matrix and ##A## is any square matrix whose product with identity matrix is defined
Since ##AB = B##, so matrix ##A## is an identity matrix.
Similarly, since ##BA = A## so matrix ##B## is an identity matrix.

Also, we can say that ##A^2 = AA=IA= A## and ##B^2 = BB=IB= B##.
Therefore, ##A^2 + B^2 = A + B## which means (a) is a correct answer.

Also we can say that ##A^2 + B^2 = I^2 + I^2 = II + II = AB + AB = 2AB##,
and that ##A^2 + B^2 = I^2 + I^2 = II + II = BA + BA = 2BA##. From these conclusions, it also follows that (b) and (c) are correct answers.

Thus, according to me (a),(b) and (c) are correct answers. But the correct answer is given as (a) only.
 
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  • #2
vcsharp2003 said:
Since ##AB = B##, so matrix ##A## is an identity matrix.
Similarly, since ##BA = A## so matrix ##B## is an identity matrix.
This is not true. Counter example:
$$
A = \begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix} \quad \quad B = \begin{pmatrix} 1 & 1 \\ 0 & 0 \end{pmatrix}
$$
 
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  • #3
DrClaude said:
This is not true. Counter example:
$$
A = \begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix} \quad \quad B = \begin{pmatrix} 1 & 1 \\ 0 & 0 \end{pmatrix}
$$
Good example. A trivial example is A=B=0. Your example is much more interesting and informative.
 
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  • #4
DrClaude said:
This is not true. Counter example:
$$
A = \begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix} \quad \quad B = \begin{pmatrix} 1 & 1 \\ 0 & 0 \end{pmatrix}
$$
I see. So, how would I go about doing this question since A or B are not necessarily identity matrix.
 
  • #5
To complement my answer: it is important to parse carefully problem statements.

vcsharp2003 said:
Homework Statement: 4. If A and B are two matrices such that ##AB = B## and ## BA = A##, then ##A^2
+ B^2## equals:

(a) ##A + B##
(b) ##2BA##
(c) ##2AB##
(d)##BA##
Here, you have two given matrices. ##A## would be the identity if ##AB = B## were true for any matrix ##B##.
 
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  • #6
vcsharp2003 said:
I see. So, how would I go about doing this question since A or B are not necessarily identity matrix.
Expand the squares and make some substitutions using the given equalities.
 
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  • #7
You can conclude the right solution without calculating anything.

To prove the right answer, start with ##A^2=A\cdot A.##
 
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  • #8
fresh_42 said:
You can conclude the right solution without calculating anything.

To prove the right answer, start with ##A^2=A\cdot A.##
##A^2 = A \cdot A = AB \cdot A = A \cdot (BA) = AB## and ##B^2 = B \cdot B = BA \cdot B = B \cdot (AB) = BA##.

Sorry, I couldn't get it using above steps, since I'm back to where I started from.
 
  • #9
DrClaude said:
Expand the squares and make some substitutions using the given equalities.
I have tried that a few times but somehow still don't get any of the answers. I'll keep trying.
 
  • #10
DrClaude said:
To complement my answer: it is important to parse carefully problem statements.Here, you have two given matrices. ##A## would be the identity if ##AB = B## were true for any matrix ##B##.
I see. This is a tough question.
 
  • #11
vcsharp2003 said:
##A^2 = A \cdot A = AB \cdot A = A \cdot (BA) = AB## and ##B^2 = B \cdot B = BA \cdot B = B \cdot (AB) = BA##.

Sorry, I couldn't get it using above steps, since I'm back to where I started from.
So you have
$$
A^2 + B^2 = AB + BA
$$
Use the equalities one more time.
 
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  • #12
vcsharp2003 said:
##A^2 = A \cdot A = AB \cdot A = A \cdot (BA) = AB## and ##B^2 = B \cdot B = BA \cdot B = B \cdot (AB) = BA##.

Sorry, I couldn't get it using above steps, since I'm back to where I started from.

##A^2=A\cdot A= A\cdot (BA)= (AB)\cdot A= \ldots ##
 
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  • #13
DrClaude said:
So you have
$$
A^2 + B^2 = AB + BA
$$
Use the equalities one more time.
Ok. So, substituting in RHS from the given equations, we get
$$A^2 + B^2 = AB + BA = B + A$$
$$ \therefore \text {(a) is the answer} $$
 
  • #14
vcsharp2003 said:
Ok. So, substituting in RHS from the given equations, we get
$$
A^2 + B^2 = AB + BA = B + A
$$

$$ \therefore \text {(a) is the answer} $$
Yes. And what is the correct argument without calculation?
 
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  • #15
fresh_42 said:
Yes. And what is the correct argument without calculation?
Sorry, I didn't get your question.
 
  • #16
vcsharp2003 said:
Sorry, I didn't get your question.
You can "see" directly from the problem statement that (a) is the correct answer without multiplying anything; just by inspection.
 
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  • #17
fresh_42 said:
You can "see" directly from the problem statement that (a) is the correct answer without multiplying anything; just by inspection.
I cannot see it.
Also, how can we be sure that other options are not correct?
 
  • #18
vcsharp2003 said:
I cannot see it.
Also, how can we be sure that other options are not correct?
Well, it is easy to see that any two cannot be simultaneously correct since they are all different (unless ##A= 0## or ##B=0.## I assumed that neither is the zero matrix.
a) ##A+B##
b) ##2BA = 2 A##
c) ##2AB =2 B##
d) ##BA=A##

However, there is one property that distinguishes a) from all the rest! It is important to learn to see it. So take a few minutes to think about it.
 
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  • #19
hutchphd said:
HINT The fact that it shows a to be distinguished does not guarantee the answer. But you can trivially consruct counterexamples for b,c,d once you see it.
That's new to me. I'm looking forward to the answer. My solution is a guarantee that a) is the only possible solution besides ##A=B=0## when all 4 answers are true.
 
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  • #20
fresh_42 said:
Well, it is easy to see that any two cannot be simultaneously correct since they are all different (unless ##A= 0## or ##B=0.## I assumed that neither is the zero matrix.
a) ##A+B##
b) ##2BA = 2 A##
c) ##2AB =2 B##
d) ##BA=A##

However, there is one property that distinguishes a) from all the rest! It is important to learn to see it. So take a few minutes to think about it.
I get the first part where clearly b,c and d cannot be correct. But, the second part is too tricky for me and the only thing that comes to mind is that A and B are of the same order in a, whereas, in b,c,d A and B need not be of the same order as they involve multiplication.
 
  • #21
Yeah I was wrong. So it goes. I need a quicker delete finger!
 
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  • #22
fresh_42 said:
That's new to me. I'm looking forward to the answer. My solution is a guarantee that a) is the only possible solution besides ##A=B=0## when all 4 answers are true.
If A and B are identity matrices as per my OP, then also they i.e. a,b,c are true, but not d.
 
  • #23
vcsharp2003 said:
I get the first part where clearly b,c and d cannot be correct. But, the second part is too tricky for me and the only thing that comes to mind is that A and B are of the same order in a, whereas, in b,c,d A and B need not be of the same order as they involve multiplication.
Yes, that is true. At least in principle. I would have phrased it differently:

The problem statement is perfectly symmetric in ##A## and ##B##. Means: We can exchange the roles of ##A## and ##B## and get the exact same problem. But only the answer a) is also symmetric in ##A## and ##B##, hence all others are impossible.

d) is not a possible solution for the identity matrix, but yes, you are right, ##A=B=I## yields a),b),c) as correct solutions.
 
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  • #25
notice we can't have A=B nor AB=BA, otherwise options b,c would be identical. That discounts either being the identity as well.
 
  • #26
Square ##A=BA##, to get ##A^2=BABA=B(AB)A=B(B)A=B(BA)=BA=A##. Same way ##B^2=B##. Then ##A^2+B^2=A+B##.

Of course what @fresh_42 said: the expression is symmetric for ##A## and ##B##, and only one answer is.
 
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FAQ: Is it ok to assume matrices A and B as identity matrix?

When is it appropriate to assume matrices A and B as identity matrices?

It is appropriate to assume matrices A and B as identity matrices when you are dealing with a simplified model where the effects of these matrices are negligible or when they represent transformations that do not alter the system. This assumption is often made in theoretical studies or initial stages of problem-solving to simplify calculations.

What are the implications of assuming matrices A and B as identity matrices in a mathematical model?

Assuming matrices A and B as identity matrices simplifies the model by removing any transformations they might apply. This can make the analysis more straightforward but may overlook important interactions or effects these matrices could represent. It is essential to verify whether this assumption is valid for your specific context.

How does assuming identity matrices affect the outcome of matrix operations?

Assuming identity matrices means that any matrix multiplied by A or B remains unchanged, as the identity matrix acts as the multiplicative identity in matrix algebra. This can simplify matrix operations and reduce computational complexity, but it may also lead to oversimplified results that do not capture the true behavior of the system.

Can assuming identity matrices lead to incorrect conclusions in certain scenarios?

Yes, assuming identity matrices can lead to incorrect conclusions if the actual matrices A and B have significant roles in the system. This assumption might ignore critical transformations, interactions, or dependencies that could alter the system's behavior. It is crucial to validate this assumption within the context of your specific problem.

Are there specific fields or applications where assuming identity matrices is a common practice?

Assuming identity matrices is relatively common in fields such as control theory, signal processing, and certain areas of physics and engineering where initial simplifications are made to facilitate problem-solving. However, it is typically a preliminary step, and more accurate models will eventually consider the true nature of the matrices involved.

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