About the linear dependence of linear operators

In summary, the conversation discusses the linear dependence of n2 + 1 vectors in the vector space L(V). It is stated that if these vectors are linearly independent, then they span L(V) and the dimension of L(V) would be n2 + 1, which contradicts the fact that L(V) has a dimension of n2. Therefore, it is concluded that the n2 + 1 vectors must be linearly dependent in L(V).
  • #1
sanctifier
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Notations:
F denotes a field
V denotes a vector space over F
L(V) denotes a vector space whose members are linear operators from V to V itself and its field is F, then L(V) is an algebra where multiplication is composition of functions.
τ denotes a linear operator contained in L(V)
ι denotes the multiplicative identity of L(V)

Question:
Why is n2 + 1 vectors:
ι, τ, τ2, ... ,τn2
are linearly dependent in L(V)?

I wonder why, if these vectors are linear dependent, then one of them can be expressed as the linear combination of other vectors, but how?

Thanks for any help!
 
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  • #2
I presume V is n-dimensional? If this is the case, then your list of vectors is linearly dependent because dim L(V) = ____ (fill in the blank).
 
  • #3
Yes, V is n-dimensional.

dim L(V) = n2

Now I understand, if n2 + 1 vectors:
ι, τ, τ2, ... ,τn2
are llinear independent, then these vectors span L(V) and dim L(V) = n2 + 1 ≠ n2 = dim L(V), it's a contradiction, so, these vectors must be linear dependent.

morphism, thanks a lot!
 

What is linear dependence of linear operators?

Linear dependence of linear operators refers to the relationship between two linear operators where one operator can be expressed as a linear combination of the other. In other words, one operator can be obtained by multiplying the other operator by a scalar value.

Why is linear dependence of linear operators important?

Linear dependence of linear operators is important because it allows for easier manipulation and analysis of linear systems. It also helps to simplify calculations and reduce the number of unknown variables in a system.

How is linear dependence of linear operators determined?

Linear dependence of linear operators can be determined by performing operations such as addition, subtraction, and scalar multiplication on the operators. If one operator can be obtained by a linear combination of the other, then they are considered linearly dependent.

What is the difference between linear dependence and linear independence of linear operators?

The difference between linear dependence and linear independence of linear operators is that in linear dependence, one operator can be expressed as a linear combination of the other. In linear independence, the operators are not related in this way and are considered to be unique and independent.

Can linearly dependent linear operators be used in a linear system?

Yes, linearly dependent linear operators can be used in a linear system. However, they may not provide as much information as linearly independent operators and may not be able to fully describe the system. In some cases, linearly dependent operators may lead to inconsistent or redundant equations in a system.

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