Is A invertible if {v1, v2} and {Av1, Av2} are linearly independent sets?

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In summary, (a) is true because the transformation of a linearly dependent set of vectors will also result in a linearly dependent set. (b) is true because an invertible matrix will not change the linear independence of a set of vectors. (c) is true because a linearly independent set of vectors in 3-dimensional space forms a basis, and any element in the kernel would be in their span. (d) is true because if B is not invertible, then there exists a non-zero vector in the kernel, and the product AB would not be linearly independent. (e) is true
  • #1
yanyin
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explain why each of the following statemens is either true of false.
(a) if A is a 3X3 matrix and {v1, v2, v3} is linearly dependent set of vectors in R^3, then {Av1, Av2, Av3} is also a linearly dependent set.

(b) if A is a 3X3 invertible matrix and {v1, v2, v3} is a linearly independent set of vectors in R^3, then {Av1, Av2, Av3} is also a linearly independent set.

(c) if A is a 3X3 matrix and {v1, v2, v3} is a linearly independent set of vectors in R^3 for which {Av1, Av2, Av3} is also a linearly independent set, then the matrix A must be invertible.

(d) If A is a 3X3 matrix and {v1, v2} is a linearly independent set of vectors in R^3 for which {Av1, Av2} is also a linearly independent set, then the matrix A must be invertible.

(e) if A and B are 3X3 matrices and the product AB is known to be invertible, then it follows that B is also invertible.
 
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  • #2
This looks like homewrok.

a. A is linear, use this fact and the definition of Linear Dependence

b. A is linear use this fact and the definition of L. D.

c. 3 L.I. vectors in 3-d space form a basis of the space, and thus any element of the kernel would be in their span, write down such a notional element and use the hypotheses in the question

d. suppose B is not invertible, let v be non-zero and in the kernel. what is ABv?
 
  • #3


(a) This statement is false. If {v1, v2, v3} is linearly dependent, it means that at least one of the vectors can be written as a linear combination of the others. This means that at least one of the vectors in {Av1, Av2, Av3} can also be written as a linear combination of the others, making the set linearly dependent.

(b) This statement is true. If A is an invertible matrix, it means that it has a unique inverse. This means that for any vector x in R^3, there exists a unique vector y in R^3 such that Ax=y. If {v1, v2, v3} is linearly independent, it means that none of the vectors can be written as a linear combination of the others. This property carries over to {Av1, Av2, Av3}, making it linearly independent as well.

(c) This statement is true. If {v1, v2, v3} is linearly independent and {Av1, Av2, Av3} is also linearly independent, it means that A has a unique inverse. This is because if A did not have a unique inverse, it would mean that there exists a non-zero vector x such that Ax=0, which would contradict the linear independence of {v1, v2, v3}.

(d) This statement is false. Similar to part (a), if {v1, v2} is linearly independent, it does not necessarily mean that {Av1, Av2} is also linearly independent. This depends on the specific values of A and the vectors v1 and v2.

(e) This statement is true. If AB is invertible, it means that it has a unique inverse. This means that there exists a unique matrix C such that (AB)C=I, where I is the identity matrix. This implies that B must also have a unique inverse, as it can be written as (AB)C=C^-1, where C^-1 is the inverse of C.
 

Related to Is A invertible if {v1, v2} and {Av1, Av2} are linearly independent sets?

1. Is it better to explain something as true or false?

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2. What is the difference between true and false?

True refers to something that is in accordance with fact or reality, while false refers to something that is not true or incorrect. In other words, true statements are backed by evidence and can be proven, while false statements are not supported by evidence.

3. Can something be both true and false at the same time?

No, a statement cannot be both true and false at the same time. This would be a logical contradiction and would not make sense. However, a statement can be partially true and partially false, or it may be true in one context but false in another.

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The determination of whether something is true or false depends on various factors, such as evidence, logical reasoning, and the context in which the statement is made. It is important to critically evaluate sources and evidence before accepting a statement as true or false.

5. Can personal beliefs influence what is considered true or false?

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