Worksheet 3
Problem 2
See these notes.
Problem 5
Let V and W be finite-dimensional vector spaces and T:V→W be a linear function.
- Prove that if dimV<dimW, then T cannot be surjective.
- Prove that if dimV>dimW, then T cannot be injective.
Solution.
Since V is finite-dimensional and T is linear, we may use the rank-nullity theorem, which tells us that
dimR(T)+dimN(T)=dimV.
Here, R(T) is the range of T and N(T) is the null-space (or kernel) of T.
-
Since dimV<dimW and 0≤dimN(T), we get
dimR(T)≤dimR(T)+dimN(T)=dimV<dimW.
If T were surjective, then R(T)=W⟹dimR(T)=dimW, which is impossible.
-
Since R(T)⊆W, we know dimR(T)≤dimW. Thus, by rank-nullity,
dimN(T)=dimV−dimR(T)≥dimV−dimW>0.
Thus, N(T) is non-trivial (i.e., N(T)={0}), so T cannot be injective.