Worksheet 3

Problem 2

See these notes.

Problem 5

Let VV and WW be finite-dimensional vector spaces and T ⁣:VW\func{T}{V}{W} be a linear function.

  1. Prove that if dimV<dimW\dim V < \dim W, then TT cannot be surjective.
  2. Prove that if dimV>dimW\dim V > \dim W, then TT cannot be injective.
Solution.

Since VV is finite-dimensional and TT is linear, we may use the rank-nullity theorem, which tells us that

dimR(T)+dimN(T)=dimV.\dim R\p{T} + \dim N\p{T} = \dim V.

Here, R(T)R\p{T} is the range of TT and N(T)N\p{T} is the null-space (or kernel) of TT.

  1. Since dimV<dimW\dim V < \dim W and 0dimN(T)0 \leq \dim N\p{T}, we get

    dimR(T)dimR(T)+dimN(T)=dimV<dimW.\begin{aligned} \dim R\p{T} &\leq \dim R\p{T} + \dim N\p{T} \\ &= \dim V \\ &< \dim W. \end{aligned}

    If TT were surjective, then R(T)=W    dimR(T)=dimWR\p{T} = W \implies \dim R\p{T} = \dim W, which is impossible.

  2. Since R(T)WR\p{T} \subseteq W, we know dimR(T)dimW\dim R\p{T} \leq \dim W. Thus, by rank-nullity,

    dimN(T)=dimVdimR(T)dimVdimW>0.\begin{aligned} \dim N\p{T} &= \dim V - \dim R\p{T} \\ &\geq \dim V - \dim W \\ &> 0. \end{aligned}

    Thus, N(T)N\p{T} is non-trivial (i.e., N(T){0}N\p{T} \neq \set{0}), so TT cannot be injective.