Conditions for Surjective and Injective linear maps

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Discussion Overview

The discussion revolves around the conditions under which a linear map M: U→V is surjective given that it is injective and that the dimensions of U and V are equal. Participants explore the implications of these conditions, referencing relevant theorems and intuitive reasoning.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification

Main Points Raised

  • One participant questions whether an injective linear map M: U→V with equal dimensions implies surjectivity, expressing a belief that it does but seeking justification.
  • Another participant confirms that for finite-dimensional spaces, the statement is true and references the Fredholm alternative and the rank-nullity theorem as supporting concepts.
  • A third participant suggests an intuitive approach by considering the basis of the domain space and the linear independence of the image under M, proposing it as an exercise to understand the implications of the dimension condition.

Areas of Agreement / Disagreement

Participants generally agree that the condition holds for finite-dimensional spaces, but the discussion remains exploratory regarding the justification and understanding of the concepts involved.

Contextual Notes

The discussion does not resolve the underlying assumptions or provide a complete justification for the implications of the theorems mentioned, leaving some aspects open for further exploration.

malexj93
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Hello,

I'm not sure if this should go under the HW/CW section, since it's not really a homework question, just a curiosity about certain kinds of functions. My specific question is this:

If M: U→V is injective and dim(U)=dim(V), does that imply that M is surjective (and therefore bijective) as well? And why is that?

I believe it does, but I can't seem to justify it.
 
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malexj93 said:
Hello,

I'm not sure if this should go under the HW/CW section, since it's not really a homework question, just a curiosity about certain kinds of functions. My specific question is this:

If M: U→V is injective and dim(U)=dim(V), does that imply that M is surjective (and therefore bijective) as well? And why is that?

I believe it does, but I can't seem to justify it.

For finite-dimensional spaces, it is true. It is called the Fredholm alternative: http://en.wikipedia.org/wiki/Fredholm_alternative

Do you know the rank-nullity theorem? It follows easily from there.
 
Thanks, that's what I was looking for. I didn't know there was a theorem for that.
 
Think about it intuitively too. Say V=\{v_1,v_2,...,v_k\} is a basis for the Domain space. What is the image of V? are the elements of M(V) Linearly independent? It's a good exercise to figure this out. If they are, by the dimension condition you have found a basis.
 

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