Exercise 165Linear algebra › Linear mapsL1Added 3 Nov 2026
Kernel and image of a matrix and its transposition
#kernel#image#transpose#orthogonal complement
Statement
Let . Show that
where the orthogonal complements are taken in and respectively (standard inner products). Deduce that .
Hint
Use the identity , and the fact that for every subspace of .
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Solution
Two standard facts.
(i) .
(ii) For a subspace : extending an orthonormal basis of shows , so . Also , and both have dimension , hence .
First identity. For :
The last condition says that is orthogonal to every vector , i.e. to . Hence .
Second identity. Apply the first identity to (whose transpose is ): . Taking orthogonal complements and using (ii): .
Rank. By (ii), . By rank-nullity, . Hence (row rank equals column rank).
Conclusion. Both identities hold, and they imply .