Assume the invariant set is nonempty, as required for any fixed-point assertion. For , put and . Boundedness makes these finite. The parallelogram identity gives, for ,
The midpoint lies in , so a minimizing sequence satisfies
Since is closed in a Hilbert space, the sequence converges to . The function is 1-Lipschitz, hence . The same midpoint inequality proves uniqueness of this minimizing center.
An affine isometry from the group maps onto itself, since its inverse also preserves . Therefore it preserves and sends its unique minimizer to another minimizer. Uniqueness gives
This proof applies to a closed bounded convex subset, the substantive meaning of the printed “convex subspace”; if it is literally a bounded vector subspace, it is just the zero subspace.
The topology needed here is the weak-star topology , meaning pointwise convergence on . With the literal weak topology , the claimed compactness is false. For example, is separable and . Its unit vectors have no weak cluster point: every coordinate functional forces a cluster point to have all coordinates zero, while the bounded functional has value one throughout. Thus the dual unit ball is not weakly compact. We prove the intended weak-star assertion in full.
Choose a countable dense set in the unit ball of . On define
Each term is at most , so the series converges. The triangle inequality is immediate, and forces equality on the dense set and hence on all of . It is therefore a metric. Convergence in this metric is equivalent to convergence on every : one direction follows from any individual term, and the other by bounding the series tail uniformly. Because , approximation of any unit vector by then gives convergence on all of . The same finite-tail and approximation argument for neighborhoods proves equality with the weak-star topology, not just agreement of its convergent sequences.
Given a sequence in this ball, diagonal selection gives a subsequence converging at every , since each coordinate lies in a compact disk. Uniform norm bounds then make it pointwise Cauchy at every . Define as the limit. Linearity passes to the limit, and , so . The subsequence converges to it in the metric. Thus this metric space is sequentially compact, hence compact, proving
Use the same intended weak-star topology as in (b), and assume . The induced operator is , so ; it is weak-star continuous because evaluation after applying is still evaluation at a vector of .
Choose and form the averages
Invariance and convexity put every in . Weak-star closedness and (b) make compact, so some subsequence converges to . Telescoping gives
because both orbit points lie in the dual unit ball. Weak-star continuity now gives . Hence This is the weak-star fixed point theorem for an adjoint operator; it does not require to be a contraction on the entire dual space.
If “weakly closed” is interpreted literally as closed for , the result can fail. Take , let be the left shift and the right shift on . The set
is a nonempty weakly closed convex subset of the unit ball: its defining coordinate inequalities and sum equality are weakly closed. It is invariant under the right shift. But a fixed vector of that shift has first coordinate zero and then every coordinate zero, so none belongs to . This supplies a counterexample to the literal topology and explains why the weak-star qualification is essential.
Put . For a unitary operator, , so
This follows from the general identity . The averaging operators have and equal the identity on . On a vector , telescoping gives
The uniform norm bound extends this convergence to the closure of the range. Thus tends to identity on and to zero on its orthogonal complement. Consequently
which is exactly convergence in the strong operator topology. This proves the Von Neumann mean ergodic theorem in the requested unitary case.

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