A cyclic vector gives a companion matrix, whose characteristic relation annihilates its generator and hence every iterate. If there is no cyclic vector spanning the whole space, a nonzero proper cyclic subspace is invariant. Induction annihilates the restriction and the quotient; the quotient polynomial first sends the whole space into the invariant subspace, and the restriction polynomial then kills it. The block-triangular characteristic polynomial is the product of these two polynomials.
Cyclic subspace 2026-10-06
A cyclic subspace generated by under a linear operator is the span of its successive iterates . In finite dimension it is already generated by the first iterates. The first linear dependence expresses the next iterate in previous ones and proves invariance without using the Cayley-Hamilton theorem.
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 1 1 Solution Created 2026-10-03 Updated 2026-10-07
The endomorphisms of the finite-dimensional vector space over the complex numbers form the general linear Lie algebra with the usual addition and scalar multiplication and Lie bracket . This commutator is bilinear and antisymmetric, and expanding the six products verifies the Jacobi identity.
For a Lie subalgebra , being an abelian Lie algebra means . A nilpotent Lie algebra has , eventually zero; a solvable Lie algebra has , eventually zero. These are the lower central series of a Lie algebra and derived series of a Lie algebra, respectively. Nilpotence is a condition on the Lie bracket, and does not require every member to be a nilpotent endomorphism: a nonzero scalar multiple of the identity spans an abelian Lie algebra.
A flag of a vector space is an increasing chain of vector subspaces. The flag we construct is a complete flag, , where , and each is an invariant subspace for . We first prove the common-eigenvector assertion in the Lie theorem, by induction on ; the zero algebra is immediate. For nonzero solvable , its derived algebra is proper, so there is a codimension-one ideal of a Lie algebra containing . Write . By induction there are and a linear functional on such that for every .
Let be the cyclic subspace spanned by . The commutator derivation identity and show inductively thatThus and all its initial cyclic spans are -invariant. If , the first cyclic vectors form a basis, is also -invariant, and . For , the trace of a matrix commutator givesHence , since the field has characteristic zero. The nonzero common weight spaceis -invariant: . The restriction of to has an eigenvector, because is an algebraically closed field. This is a common eigenvector for . Its line is invariant, and repeating the argument on the quotient vector space gives the complete invariant flag. Equivalently, this proves simultaneous triangularization of a Lie algebra representation.
In a basis adapted to this complete flag, every member of is upper triangular, so every member of its derived algebra is strictly upper triangular. Products of strictly upper triangular matrices vanish, and each iterated Lie bracket of such matrices is a sum of these products. Consequently the derived algebra is a nilpotent Lie algebra. We may therefore take : it is an ideal, and the quotient Lie algebra is abelian. This also covers .
Past exam of the mathematics course of the University of Cambridge 2014 ib Paper 1 9G i Solution Created 2026-09-24 Updated 2026-10-06
If , the generated subspace is zero and invariant. Otherwise, let be the first index for which are linearly dependent. Such an index exists with , since there are vectors. The preceding vectors are independent, so the coefficient of in this first relation cannot vanish. HenceThe linear operator sends each of the first generators to the next and sends the last into their span. This proves that their span is an invariant subspace. Every later iterate lies in the same subspace by induction, so it equals the span of the first iterates. Therefore the indicated subspace is -invariant. This proof of a cyclic subspace uses only finite dimension and linear dependence.
Past exam of the mathematics course of the University of Cambridge 2014 ib Paper 1 9G iv Solution Created 2026-09-24 Updated 2026-10-06
Induct on . The one-dimensional assertion is immediate, and the zero-dimensional case is vacuous. If has a cyclic vector spanning all of , the direct proof in part (ii) applies. Otherwise choose and let be its cyclic subspace. Part (i) makes invariant; the absence of a cyclic vector makes it proper and nonzero.
By induction, the restriction to is annihilated by , and the induced map on is annihilated by . The quotient assertion means . Applying the restriction assertion next givesBy the characteristic factorization in part (iii), this is precisely . HenceThis is the Cayley-Hamilton theorem from cyclic subspaces; using the quotient map is what makes the argument valid even when the block is nonzero.