Linear Transformation (Fredholm Alternative Theorem)

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SUMMARY

The discussion centers on the Fredholm Alternative Theorem in the context of linear operators on n-dimensional vector spaces. It establishes that for a linear operator T:V->V, either the equation T(x)=b has a solution for all vectors b in V, or the nullity of T is greater than zero. The Rank-Nullity Theorem is utilized to demonstrate that if T is surjective, then its nullity must be zero, and conversely, if the nullity is greater than zero, T cannot be surjective.

PREREQUISITES
  • Understanding of linear operators and vector spaces
  • Familiarity with the Rank-Nullity Theorem
  • Knowledge of surjectivity in linear mappings
  • Basic concepts of nullity and image of a linear transformation
NEXT STEPS
  • Study the implications of the Rank-Nullity Theorem in various contexts
  • Explore examples of surjective and non-surjective linear operators
  • Investigate the applications of the Fredholm Alternative Theorem in functional analysis
  • Learn about the properties of linear transformations in finite-dimensional spaces
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Mathematicians, students of linear algebra, and anyone studying functional analysis or the properties of linear transformations in vector spaces.

Swati
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Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds:

(i) the equation T(x)=b has a solution for all vectors b in V.

(ii) Nullity of T>0
 
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Swati said:
Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds:

(i) the equation T(x)=b has a solution for all vectors b in V.

(ii) Nullity of T>0

Hi Swati, :)

Suppose that the first statement is true. That is \(T\) is surjective. Then,

\[\mbox{dim }(V)=\mbox{dim }(\mbox{Im }T)=n\]

Then by the Rank-Nullity Theorem,

\[\mbox{Nullity }T=\mbox{dim }(\mbox{Ker }T)=0\]

Conversely you can show that if the second statement is true the first statement cannot be true.

Kind Regards,
Sudharaka.
 
how to proof if second statement is true then first statement is false.
 
Swati said:
how to proof if second statement is true then first statement is false.
Use the rank-nullity theorem again, to show that T is surjective.
 
if the SECOND statement is true, T CANNOT be surjective:

by the rank-nullity theorem:

dim(V) = rank(T) + nullity(T).

if nullity(T) > 0, then rank(T) < dim(V), so that:

dim(im(T)) < dim(V).

thus there is some b in V not in im(T).

(i only posted this because Opalg's post answers the wrong question).
 
Deveno said:
if the SECOND statement is true, T CANNOT be surjective:

by the rank-nullity theorem:

dim(V) = rank(T) + nullity(T).

if nullity(T) > 0, then rank(T) < dim(V), so that:

dim(im(T)) < dim(V).

thus there is some b in V not in im(T).

(i only posted this because Opalg's post answers the wrong question).
Yes of course. I should have said: Use the rank-nullity theorem again, to show that T is NOT surjective.
 

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