Suppose U and V are finite-dimensional vector spaces and S∈L(V,W) and T∈L(U,V). Prove that
dimrange ST≤min{dimrange S,dimrange T}.
Since range ST⊆range S we immediately have dimrange ST≤range S
meaning it suffices to show dimrange ST≤range T.
Consider S∣R as a map from range T to range S. Apply 3.22 to get
dimrange T=dimrange S∣R+dimnull S∣R≥dimrange S∣R
It suffices to show dimrange ST=dimrange S∣R since it would imply
dimrange ST≤dimrange T
Proof of dimrange ST=dimrange S∣R. If y∈range ST then there exists an x with y=S(Tx) so clearly y=S∣R(Tx) and range ST⊆dimrange S∣R. Now suppose y∈range S∣R, then y=Sz where z=Tx for some x, implying y=STx and thus range S∣R⊆range ST.
I learned two new techniques doing this exercise!
- Restricting linear maps then applying 3.22 to get inequalities
- Compositions ST can be analyzed by conditioning on the domain. ie. range ST=range S∣range T and dimnull ST=dimnull S∣range T+dimnull T