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This always confuses me. How to know the number of solutions for a matrix for a NULL space :

1. Which is full row rank but not full col rank ?
2. Which is full col rank but not full row rank ?
3. Intersection of #1 and #2 above
4. Something which is none of the above i.e. not full row rank and not full col rank either

I do know the answer, I just do not know how to intuitively figure it out ?

1 Answers 1

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The rank-nullity theorem states that $rank(A)+null(A) = n$ where $n$ is the number of columns of $A$.

  1. Full row rank means that the dimension of the row space is $n$ and thus $null(A) = n - rank(A) = n-n=0$.
  2. Not full row rank means that the dimension of the row space is $ 0$.
  3. I assume you mean full row rank and full column rank. This is the same as case 1 above.
  4. This is the same as case 2 above.