Surjective/injective operators

In summary, the conversation discusses the implications and definitions of injectivity and well-definition for operators in linear algebra. It is shown that for linear operators, an operator is injective if and only if its kernel is equal to zero. The conversation also explores the negation of an implication and its truth-functional equivalence in T.F Logic.
  • #1
SeM
Hi, I found in Kreyszig that if for any ##x_1\ and\ x_2\ \in \mathscr{D}(T)##

then an injective operator gives:

##x_1 \ne x_2 \rightarrow Tx_1 \ne Tx_2 ##

and

##x_1 = x_2 \rightarrow Tx_1 = Tx_2 ##If one has an operator T, is there an inequality or equality one can deduce from this, in order to check if an operator is surjective/injective or bijective? (In a similar manner to check for boundedness.)

Thanks!
 
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  • #2
SeM said:
Hi, I found in Kreyszig that if for any ##x_1\ and\ x_2\ \in \mathscr{D}(T)##

then an injective operator gives:

##x_1 \ne x_2 \rightarrow Tx_1 \ne Tx_2 ##
I wouldn't say gives here, because it is the definition of injectivity:
Different elements map to different points, no multiple hits.
and

##x_1 = x_2 \rightarrow Tx_1 = Tx_2 ##
This is called well-definition. It distinguishes between functions and relations. Every function has this property. It is not related to injectivity. However, if you turn around the arrow:
$$Tx_1=Tx_2 \Longrightarrow x_1=x_2$$
then it is the definition of an injective function ##T##.
If one has an operator T, is there an inequality or equality one can deduce from this, in order to check if an operator is surjective/injective or bijective? (In a similar manner to check for boundedness.)

Thanks!
As this has been already the definition, what other equality are you looking for?

In case of linear functions (operators), which might be given here as you posted in the linear algebra section, then we get:
$$(\;Tx_1=Tx_2 \Longrightarrow x_1=x_2\;) \Longleftrightarrow (\;T(x_1-x_2)=0 \Longrightarrow x_1-x_2=0 \;) \Longleftrightarrow (\;Tx=0 \Longrightarrow x=0\;) \Longleftrightarrow (\;\operatorname{ker}T=0\;)$$
which finally is a single equation.
 
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  • #3
fresh_42 said:
I wouldn't say gives here, because it is the definition of injectivity:

In case of linear functions (operators), which might be given here as you posted in the linear algebra section, then we get:
$$(\;Tx_1=Tx_2 \Longrightarrow x_1=x_2\;) \Longleftrightarrow (\;T(x_1-x_2)=0 \Longrightarrow x_1-x_2=0 \;) \Longleftrightarrow (\;Tx=0 \Longrightarrow x=0\;) \Longleftrightarrow (\;\operatorname{ker}T=0\;)$$
which finally is a single equation.
So if an operator is say id/dx, and the element it acts on is the variable x, we have:

Tx_1 = id/dx x = i

the second variable is y,

Tx_2 = id/dx y = 0

$$(\;Tx \ne Ty \Longrightarrow x \ne y\;) \Longleftrightarrow (\;T(x-y) \ne 0 \Longrightarrow x-y\ne0 \;) \Longleftrightarrow (\;Tx\ne0 \Longrightarrow x\ne0\;) \Longleftrightarrow (\;\operatorname{ker}T\ne0\;)$$

so T is not injective.
 
  • #4
SeM said:
So if an operator is say id/dx, and the element it acts on is the variable x, we have:

Tx_1 = id/dx x = i

the second variable is y,

Tx_2 = id/dx y = 0

$$(\;Tx \ne Ty \Longrightarrow x \ne y\;) \Longleftrightarrow (\;T(x-y) \ne 0 \Longrightarrow x-y\ne0 \;) \Longleftrightarrow (\;Tx\ne0 \Longrightarrow x\ne0\;) \Longleftrightarrow (\;\operatorname{ker}T\ne0\;)$$

so T is not injective.
##T## is not injective because all polynomials in ##y## are contained in its kernel: ##T(p(y))=0##.

However, your negation is wrong.
$$
T \text{ not injective } \Longleftrightarrow \neg \, (Tx_1=Tx_2 \Longrightarrow x_1 = x_2) \Longleftrightarrow (Tx_1=Tx_2 \nRightarrow x_1 = x_2) \Longleftrightarrow \exists \, x_1 \neq x_2 \, : \,Tx_1 =Tx_2
$$
You cannot simply negate the conditions. E.g. if you win in the lottery, you will never work again. The negation is: If you will work in the future, you might or might not have won in the lottery. It simply can't be concluded. What you wrote was: If you don't win in the lottery, you will definitely work again. But this is something different.
 
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  • #5
If that implication means that, for all x, if x wins the lottery then x will not work again, then it seems from the previous example that the negation would be there is some x such that x both wins the lottery and then works again afterwards. Does that make sense?
 
  • #6
The ## A \rightarrow B ## law in T.F Logic has a nice equivalent : " ~A or B " ( sorry , don't know how to Tex Logic signs) , which negates as "A and ~B " where ~ is negation. It is somewhat ( or maybe plenty) artificial , but it is helpful when negating implications. And the proof is also kind of unsatisfactory: just notice the truth-functional equivalence.
 
  • #7
WWGD said:
The ## A \rightarrow B ## law in T.F Logic has a nice equivalent : " ~A or B " ( sorry , don't know how to Tex Logic signs) , which negates as "A and ~B " where ~ is negation. It is somewhat ( or maybe plenty) artificial , but it is helpful when negating implications. And the proof is also kind of unsatisfactory: just notice the truth-functional equivalence.
\sim or better \lnot
 
  • #8
fresh_42 said:
\sim
\Thanks ;).
 

Related to Surjective/injective operators

1. What is a surjective operator?

A surjective operator, also known as a onto operator, is a function that maps every element in the output space to at least one element in the input space. In other words, every element in the output space has a corresponding element in the input space.

2. How is a surjective operator different from an injective operator?

A surjective operator maps every element in the output space to at least one element in the input space, whereas an injective operator maps each element in the output space to a unique element in the input space. In other words, a surjective operator is "onto" while an injective operator is "one-to-one".

3. Can a surjective operator be invertible?

No, a surjective operator is not necessarily invertible. In order for an operator to be invertible, it must be both injective and surjective.

4. How are surjective operators used in mathematics?

Surjective operators are used in a variety of mathematical fields, including linear algebra, functional analysis, and topology. They are particularly useful in proving the existence of solutions to equations and in showing that two spaces are equivalent.

5. What are some real-life applications of surjective operators?

Surjective operators have many practical applications, such as in computer graphics, image processing, and data compression. They are also used in machine learning and data analysis to map input data to output data in a way that preserves important information and relationships.

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