An operator algebra is an algebra of linear operators, with multiplication given by composition. In quantum examples it can be generated by creation and annihilation operators subject to the canonical commutation relations or canonical anticommutation relations. Its analytic realization requires specifying a common domain for unbounded operators.
A metric embedding is an injective map between metric spaces whose geometric quality is measured by how it changes pairwise distances.
For an injective map , its bi-Lipschitz distortion is
The distortion is the infimum over embeddings into ; denotes the distortion into an space.
A map is a coarse embedding when nondecreasing functions satisfy
A family uniformly coarsely embeds into when maps admit the same two control functions and from the definition of a coarse embedding.
The Hamming cube has . Its coordinate map into is isometric, while the same map into has distance . Thus the family of all Hamming cubes uniformly coarsely embeds into both and .
For a finite graph , its edge-expansion constant is
An expander family has uniformly bounded degrees, orders tending to infinity, and expansion constants bounded below by a positive constant.
If has adjacency matrix and expansion , then every -valued map on its vertices satisfies
For scalar functions this follows from the layer-cake formula applied above and below a median; integration over the coordinate proves the vector-valued form.
For a nonnegative measurable function ,
On a graph, applying this identity to expresses its total variation as the integral of the edge boundaries of the superlevel sets.
More generally, if is differentiable, increasing, and satisfies , then Tonelli theorem and the fundamental theorem of calculus give
If a -regular graph on vertices has expansion , its distortion obeys
The Poincare inequality controls average image distance by edge lengths, while bounded-degree ball growth makes the average graph distance comparable to .
An expander family does not uniformly coarsely embed into or . Uniform upper control bounds every embedded edge, whereas the expander Poincare inequality bounds the average image distance. A fixed proportion of vertex pairs have graph distance tending to infinity, contradicting the lower control. The case also follows from the isometric Gaussian embedding of a Hilbert space into .
A Banach space is finitely representable in when, for every finite-dimensional subspace and every , there are a subspace and an isomorphism with .
A Banach space is superreflexive when every Banach space finitely representable in it is a reflexive Banach space. Equivalently, it admits an equivalent uniformly convex norm, or every one of its ultrapowers is reflexive.
A Banach space is reflexive exactly when, for every and every sequence in , some convex combination of a finite initial segment lies within of a convex combination of the remaining tail. In a reflexive space both convex hulls approximate a common weak cluster point. The converse is the convex-block form of the James reflexivity criterion.
James's theorem says that a Banach space is reflexive exactly when every continuous linear functional attains its supremum on the closed unit ball. Its separation proof also yields the equivalent convex-block criterion: nonreflexivity produces a bounded sequence whose initial and tail convex hulls remain uniformly separated.
For finite-dimensional subspaces and , the principle of local reflexivity gives an almost-isometric map that fixes and preserves the pairings with . It lets finite-dimensional bidual separation data be realized inside .
A Banach space is superreflexive exactly when, for every , some forces every sequence to have two convex combinations, one before and one after a cut, at distance below . Failure produces a nonreflexive ultrapower; finite representability transfers a violating finite sequence back from any nonreflexive space finitely representable in .
A Banach space is superreflexive exactly when the distortions of the finite diamond graphs tend to infinity. A uniformly separated convex-block sequence recursively realizes all branches of with bounded distortion, while uniform convexity forces quantitative collapse across repeated diamonds.
Every metric space with points admits an embedding into a Hilbert space with distortion . The usual random-subset construction gives an embedding into Euclidean dimension .
A Frechet embedding uses distance functions as coordinates, typically
for selected subsets . Every coordinate is one-Lipschitz, and suitable subsets provide lower bounds on pairwise image distances.
For every integer , every -point metric space embeds into with distortion at most and
The coordinates are distance-to-subset functions. Randomly sampled subsets at density scales separate every pair at one scale; a union bound leaves the stated number of coordinates.
If a fixed-degree expander on vertices embeds into with distortion , then
Indeed, has distortion , while . Taking gives .
For and any points in a Hilbert space, there is a linear map into Euclidean dimension that multiplies every pairwise distance by a factor between and .
The unit sphere of an -dimensional normed space has a -net of size at most . If on this net and , then
If has independent Rademacher entries, then for fixed and ,
Applying a union bound to all pairwise differences embeds fixed points into dimension while preserving every squared distance within a factor with probability at least .
For a standard normal variable and ,
The exponential Markov inequality consequently gives Gaussian concentration for averages of independent copies of .
The random matrix
satisfies
A net argument shows that permits a linear embedding of distortion below .
Every -point metric space embeds into with distortion . Apply the Bourgain embedding theorem, reduce its Euclidean dimension to with the Johnson–Lindenstrauss lemma, and use an Almost-isometric Gaussian embedding from l2 into l1.
On continuous functions , the exponentially weighted supremum norm is . It is equivalent to the ordinary supremum norm and often turns a Volterra integral map into a contraction mapping.
An operator topology specifies convergence of linear operators. Common choices include the norm, strong, and weak operator topologies.
Operators converge to in the strong operator topology when in norm for every vector .
Operators converge to in the weak operator topology when for every pair of vectors .
For a Hilbert space , the linear span of the matrix-coefficient functionals is a predual of . The unit ball is compact in the resulting weak operator topology by the Tychonoff theorem, and the compact norming dual-pair criterion identifies with the dual of that span.
A Schauder basis of a Banach space is a sequence such that every has a unique norm-convergent expansion .
The nth basis projection associated with a Schauder basis is
The basis constant of a Schauder basis is , where are its basis projections. Uniform boundedness makes this supremum finite.
The nth coordinate functional of a Schauder basis is the bounded linear functional .
The dual sequence consists of the coordinate functionals in . It is always a basic sequence, though it need not span the entire dual space.
A Schauder basis is shrinking when its dual sequence is a Schauder basis of the whole dual space. Every Schauder basis of a reflexive Banach space is shrinking.
If a bounded subset of a Banach space is bounded away from zero and zero lies in its weak closure, then contains a basic sequence. More generally, weak closure may be replaced by closure in any Hausdorff locally convex vector topology weaker than the weak topology.
A Banach space is reflexive when its canonical embedding is surjective. Equivalently, its closed unit ball is weakly compact.
A nonempty norm-closed convex subset of a reflexive Banach space attains its distance to zero. For , the sets are nonempty weakly closed subsets of one weakly compact ball, and form a decreasing family. Compactness gives a point in their intersection, of norm . Mazur theorem supplies weak closedness of and the balls; no sequential-compactness theorem is required.
A Banach space is reflexive if and only if its closed unit ball is compact in the weak topology. One direction applies the Banach-Alaoglu theorem to the unit ball in the bidual; the converse follows because Goldstine theorem makes the canonical image of the unit ball weak-star dense, while weak compactness makes that image weak-star closed.
Every bounded sequence in a Hilbert space has a weakly convergent subsequence. The closed span of a sequence is separable; diagonal convergence of coordinates along an orthonormal basis gives a bounded limiting linear functional, represented by a vector of the Hilbert space. Applied to a bounded family of mollifications, this proves that their strong Lebesgue limit inherits the weak derivative bound.
Every bounded sequence in a reflexive Banach space has a weakly convergent subsequence. This is the sequential form of weak compactness supplied by the Eberlein-Smulian theorem.
The weak topology on a normed space is the coarsest topology making every member of continuous. A net converges weakly exactly when every bounded linear functional converges on it.
For Fréchet spaces, the two continuity conditions for a linear map are equivalent. Original continuity makes every target continuous linear functional compose to a source continuous linear functional, proving weak continuity. Conversely, weak continuity makes these compositions continuous in the original source topology. They separate target points, so limits in the graph of a linear operator remain in the graph. The closed graph theorem for Fréchet spaces finishes the proof.
Without the hypotheses, equal continuous dual spaces do not imply equal topologies. The identity from an infinite-dimensional Hilbert space with its weak topology to its norm topology is weak-to-weak continuous but not continuous in those original topologies.
If a countable family in separates points of , the displayed metric induces the weak topology on every weakly compact set . The coordinate map into the countable product of scalar lines is continuous and injective; a continuous injection from a compact space into a Hausdorff space is a homeomorphism onto its image. Equivalently, uniform convergence of the metric series makes the identity from weak to metric continuous. Compactness is essential: point separation alone need not generate the weak topology on an arbitrary bounded set.
A subset of a normed vector space is weakly bounded when for every . It is norm bounded: its canonical embedding into the bidual is a pointwise bounded family of functionals on the complete continuous dual space, so the Uniform boundedness principle applies. The converse is immediate. A weakly compact set is weakly bounded because each scalar evaluation has compact image.
The weak topology and norm topology of a separable Banach space generate the same Borel sigma-algebra. A countable norming family makes every norm ball weakly Borel measurable, and separability makes every norm-open set a countable union of such balls. The reverse inclusion follows because the weak topology is coarser.
A sequence converges weakly to when for every in the continuous dual space .
A normed vector space has the Radon-Riesz property when weak convergence together with implies strong convergence . The Hilbert-space case is the Radon-Riesz theorem. The condition prevents norm from remaining in weakly invisible directions.
On a finite-dimensional vector space equipped with a norm, the weak topology and norm topology coincide. The weak topology is no finer because every element of the dual is norm-continuous. Conversely, finitely many coordinate functionals in a basis control the norm, so every sufficiently small basic weak neighbourhood lies in a prescribed norm ball.
Every weakly convergent sequence in a normed vector space is a bounded sequence. Apply the Uniform boundedness principle on the Banach space to the evaluation maps . They are pointwise bounded, while the canonical embedding into the bidual gives .
Let have a norm-dense sequence , and let be norm-bounded. Then
is a metric on that induces its weak topology. Density lets convergence against the extend uniformly on to convergence against every .
The weak closure of is its closure in the weak topology. Thus exactly when every weak neighbourhood of meets .
A sequence is weakly null when for every member of the continuous dual space. It may remain bounded away from zero in norm.
For , identify with . If , then
Thus the standard unit vectors converge weakly to zero in , although for every .
Let . Every norm-bounded sequence in whose terms have pairwise disjoint supports converges weakly to zero. Indeed, the average of distinct terms has norm , so Mazur theorem gives weak convergence through its convex-combination criterion.
A sequence is weakly Cauchy when is a Cauchy sequence for every continuous linear functional . Its consecutive differences form a weakly null sequence.
In an infinite-dimensional normed space, the weak closure of the unit sphere is the closed unit ball. Every basic weak neighbourhood imposes only finitely many linear conditions, whose common kernel contains a nonzero direction that can move any interior point onto the sphere.
The weak-star topology is pointwise convergence of functionals on . If is nonreflexive, it is strictly weaker than the weak topology on .
The continuous dual of a separable Banach space is separable in its weak-star topology, even when it is not norm separable. Banach-Alaoglu theorem and weak-star metrizability of the dual ball make the dual unit ball a separable compact metric space. The countable union of positive integer multiples of a countable dense subset of that ball is dense in the whole dual. This does not imply global weak-star metrizability.
For an infinite-dimensional normed space, the weak-star open unit ball of its dual is not a Baire space. The smaller closed norm balls are weak-star closed and have empty relative interior: a nonzero functional annihilating any finitely many tested vectors can move the norm beyond the smaller radius while remaining below one. Their countable union is the open norm ball. Thus this topology is not topologically complete, regardless of separability.
A countable local base at zero would give countably many finite sets of evaluation vectors. Any other evaluation must lie in the span of one of those finite sets: otherwise a bounded functional vanishing on that set but not on the evaluation vector, supplied by Hahn-Banach theorem, contradicts inclusion of neighbourhoods after scalar rescaling. Thus the predual has countable Hamel dimension, impossible for an infinite-dimensional Banach space by the Baire category theorem. This concerns the entire dual, unlike weak-star metrizability of the dual ball.
A linear functional on is continuous for the weak-star topology exactly when it is evaluation at an element of . Continuity makes it vanish on the common kernel of finitely many evaluations, so it is a linear combination of those evaluations. The canonical embedding into the bidual identifies this dual with .
In , the sequence converges weak-star to zero by the Riemann-Lebesgue lemma, while converges weak-star to the constant . Nonlinear pointwise operations therefore need not preserve weak-star limits.
If is separable, the weak-star topology on is metrizable. For a dense sequence in , a compatible metric is obtained by summing bounded multiples of .
The dual unit ball is weak-star metrizable if and only if is separable. For the converse direction, Banach-Alaoglu theorem makes a metrizable dual ball a compact metric space, and the evaluation map embeds isometrically into the separable space .
A Banach space is a Grothendieck space when every weak-star convergent sequence in is weakly convergent. Every reflexive Banach space has this property, and every separable Grothendieck space is reflexive.
For a weak-star compact set , its Szlenk derivation at scale is
It removes points having a relatively weak-star open neighbourhood of norm diameter at most .
If is separable and is a nonempty weak-star closed subset of , then is a proper subset of for every . Metrizability produces sequences witnessing membership in the derivative, while a Baire-category argument applied to a universal weakly null sequence yields the strict inclusion.
A subset of a Banach space is weakly compact when it is compact in the weak topology; it is relatively weakly compact when its weak closure is weakly compact.
A bounded sequence in the space of continuous functions on a compact space that has a discontinuous pointwise limit cannot lie in a weakly compact set. Compactness would give a weakly convergent subnet, and continuous point-evaluation functionals would identify its continuous limit with the prescribed pointwise limit. No assumption of sequential compactness is needed.
Coordinate evaluations on the l-infinity sequence space form a countable separating family, so a weakly compact set is metrizable by countable separating family metrizes a weakly compact set. Choose a countable weakly dense subset . Then lies in the weak closure of , which equals its norm closure by Mazur theorem. Rational convex combinations make that norm closure separable, and every subset of a separable metric space is separable. The weakly dense subset itself need not be norm dense in a nonconvex .
Every weakly compact set in a normed vector space is norm bounded, even if the space is incomplete. Its canonical embedding into the bidual is pointwise bounded on the continuous dual space; the Uniform boundedness principle on that Banach dual gives the norm bound.
A set is weakly sequentially compact when every sequence in it has a subsequence that converges weakly to a point of the set.
For a subset of a Banach space, relative weak compactness is equivalent to every sequence having a weakly convergent subsequence. In particular, weak compactness and weak sequential compactness coincide.
The closed convex hull of a weakly compact subset of a Banach space is weakly compact.
A Banach algebra is an associative algebra with a complete submultiplicative norm, .
A commutative Banach algebra is semisimple when its Jacobson radical is zero. For a complex unital Banach algebra this is equivalent to injectivity of the Gelfand transform. This condition concerns the Jacobson radical; it does not assert a finite product decomposition as in finite-dimensional semisimple algebra theory.
For an algebra of complex-valued functions with a complete algebra norm, every point value belongs to the spectrum of an element of in the artificial unitization. Indeed is an algebraic unital character of an algebra, and it vanishes on . The spectrum bound gives without first assuming that evaluation is continuous.
The invertible elements of a unital Banach algebra form an open multiplicative group. For , every satisfying is invertible, because and the second factor has a Neumann series inverse.
Inversion is continuous on the group of invertible elements of a Banach algebra. The Neumann series gives a local bound on inverse norms, while makes the difference tend to zero as .
A Qp-Banach algebra is a -algebra with a complete non-Archimedean submultiplicative norm satisfying .
Every complex unital Banach algebra in which every nonzero element is invertible is isometrically isomorphic to .
An algebra norm is a norm satisfying . Its completion is a Banach algebra in which the original algebra embeds densely.
Any submultiplicative algebra norm on all of dominates its supremum norm, even when the new norm is incomplete. Every evaluation character extends continuously to the completion: the restrictions of the completion's character space form a closed subset of , and an omitted point would give a nonzero function annihilated by an invertible function in the completion.
The unitization adjoins an identity to a possibly nonunital algebra. For it is naturally on the one-point compactification.
If belongs to a unital Banach algebra and , then
Absolute convergence and multiplication of partial sums prove the identity.
The spectrum of in a unital complex algebra is
For a nonunital algebra it is defined in the unitization of an algebra.
Every element of a nonzero complex unital Banach algebra has a nonempty compact spectrum of an element. If the resolvent of an element existed everywhere, composing it with any bounded linear functional would give a bounded entire function tending to zero at infinity. The Liouville theorem and point separation by the Hahn-Banach theorem would force the resolvent to be zero, contradicting the inverse equation. Nonunital algebras are treated by unitization.
The approximate point spectrum consists of the scalars for which there are unit vectors satisfying . Equivalently, is not bounded below.
The bilateral shift is unitary. It has empty point spectrum, while its approximate point spectrum is the unit circle. For , normalized vectors with entries on an interval of length fail to satisfy only at the two endpoints, giving residual norm .
The resolvent is on the complement of the spectrum of an element. In a Banach algebra it is analytic there.
For two points in the resolvent set of an operator ,
In particular, the resolvent operator is differentiable and .
For a closed operator, the resolvent is operator-valued holomorphic on its resolvent set. On a Hilbert space its norm is subharmonic and therefore cannot have a strict interior maximum.
The -pseudospectrum consists of spectral points together with resolvent points where . Equivalently it is described by a small lower norm.
For a spectral subset isolated by a contour in the resolvent set,
projects onto its spectral subspace. Norm-small perturbations preserve the rank of this projection.
Articles were limited to the first 100 out of 670 total.

Articles by others on the same topic (1)