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Showing 1201–1230 of 1709 reference entries

InformationFLP: deterministic asynchronous consensus boundary

Fischer, Lynch and Paterson prove that a deterministic consensus protocol in their fully asynchronous message-passing model can have an admissible nondeciding run with at most one crash.

Mathematical statement
InformationRaft log replication, durable state and liveness

Raft uses term-numbered leader election, majority voting and log matching to replicate a state machine under crash faults.

Method
InformationLinearizability and real-time operations

A linearizable object admits a sequential explanation in which each completed operation appears to take effect between invocation and response, preserving real-time precedence of nonoverlapping operations.

Definition
InformationCAP under partitions: a precise consistency tradeoff

In Gilbert and Lynch's asynchronous read/write model, an implementation cannot provide both atomic consistency and a terminating response to every request at every nonfailed node during arbitrary partitions.

Mathematical statement
InformationByzantine agreement and authentication assumptions

In the synchronous oral-message Byzantine-generals model, agreement with at most f faulty participants requires at least 3f+1 participants, with identifiable senders and reliable delivery but no unforgeable transferred signature chain.

Mathematical statement
Mathematics & logicBanach spaces and the role of completeness

A normed real or complex vector space is Banach when every norm-Cauchy sequence converges in that space.

Definition
Mathematics & logicBounded operators and continuous duals

A linear map T:X→Y between normed spaces is continuous exactly when ||Tx|| ≤ C||x|| for some finite C.

Definition
Mathematics & logicHilbert spaces and orthonormal expansions

A Hilbert space is complete in the norm induced by a real or complex inner product.

Definition
Mathematics & logicProjection onto a closed Hilbert subspace

For a closed linear subspace M of a Hilbert space H, every x has a unique decomposition x=P-M x+z with P-M x in M and z orthogonal to M.

Mathematical statement
Mathematics & logicRiesz representation for Hilbert functionals

Every continuous linear functional ell on a Hilbert space has a unique representing vector y with ell(x)=<x,y>, and ||ell||=||y||.

Mathematical statement
Mathematics & logicWeak convergence versus norm convergence

Weak convergence x-n→x in a Hilbert space means <x-n,y>→<x,y> for every fixed y.

Definition
Mathematics & logicTest-function topology and distributions

A distribution on an open U in R-n is a continuous linear functional on smooth compactly supported test functions.

Definition
Mathematics & logicDistribution derivatives and jump sources

Distribution derivatives transfer differentiation to a test function with the integration-by-parts sign.

Method
Mathematics & logicManifolds, compatible charts and tangent spaces

A smooth n-manifold has locally Euclidean charts with smooth invertible transition maps, together with Hausdorff and second-countable topology.

Definition
Mathematics & logicCotangent vectors, tensors and pullback

A covector is a linear functional on the tangent space, and a tensor is multilinear on tangent/cotangent inputs.

Definition
Mathematics & logicExterior forms and the exterior derivative

Differential k-forms are smooth alternating covariant tensors.

Definition
Mathematics & logicGeneralized Stokes with boundary orientation

On a compact oriented smooth n-manifold with boundary, integrating d-omega equals integrating omega on the induced oriented boundary, for a smooth (n−1)-form.

Mathematical statement
Mathematics & logicde Rham cohomology and a non-exact closed form

de Rham cohomology quotients closed k-forms by exact k-forms.

Mathematical statement
Mathematics & logicHodge theory: topology meets elliptic analysis

On a compact smooth Riemannian manifold without boundary, every de Rham class has a unique harmonic representative.

Mathematical statement
Mathematics & logicGalois criterion for solving by radicals

Over a field of characteristic zero, a polynomial is solvable by radicals exactly when its splitting-field Galois group is solvable.

Mathematical statement
Mathematics & logicA concrete radical extension with group S3

For x³−2 over Q, the splitting field is Q(cube-root(2),zeta-3), has degree six and Galois group S3.

Mathematical statement
Mathematics & logicCyclotomic fields and abelian Galois groups

For a primitive n-th root zeta-n, Gal(Q(zeta-n)/Q) is isomorphic to the units modulo n by a↦(zeta-n↦zeta-n^a), and the degree is Euler phi(n).

Mathematical statement
Mathematics & logicLinear representations and Maschke decomposition

A representation of a finite group G is a homomorphism G→GL(V).

Mathematical statement
Mathematics & logicCharacter orthogonality and the S3 table

For complex finite-group representations, chi(g)=tr rho(g) is constant on conjugacy classes and irreducible characters are orthonormal under the group average.

Mathematical statement
Mathematics & logicConditional expectation on a sigma-algebra

For integrable X and a sub-sigma-algebra G, E[X|G] is a G-measurable integrable random variable whose integral over every event in G equals that of X.

Definition
Mathematics & logicFiltrations, adapted processes and martingales

A discrete martingale M-n is adapted to increasing sigma-algebras F-n, is integrable at every time, and obeys E[M-(n+1)|F-n]=M-n.

Definition
Mathematics & logicMartingale convergence and uniform integrability

A discrete nonnegative supermartingale converges almost surely to a finite integrable limit. Its expectations also converge, but their limit can differ from the expectation of the almost-sure limit.

Mathematical statement
Mathematics & logicOptional sampling and why stopping matters

For a martingale and bounded stopping times S≤T, E[M-T|F-S]=M-S.

Mathematical statement
Mathematics & logicSobolev spaces and weak boundary data

W^(k,p)(Omega) consists of L-p functions with distribution derivatives through order k also in L-p; H^k denotes p=2.

Definition
Mathematics & logicWeak Poisson solutions and Lax–Milgram

On a bounded domain, the homogeneous Dirichlet Poisson problem seeks u in H0^1 with integral grad-u·grad-v=<f,v> for every v in H0^1, where f is in H−1.

Mathematical statement
DefinitionSource checked

Conditional expectation on a sigma-algebra

Mathematics & logic

Research context

postgraduate concept · established · As of 2026-10-10

For integrable X and a sub-sigma-algebra G, E[X|G] is a G-measurable integrable random variable whose integral over every event in G equals that of X.

Key knowledge

For integrable X and a sub-sigma-algebra G, E[X|G] is a G-measurable integrable random variable whose integral over every event in G equals that of X. It exists and is unique almost surely through the Radon–Nikodym theorem. For X in L2 it is the orthogonal projection onto the G-measurable L2 subspace; conditioning on an event of probability zero cannot be implemented by simple division.

Values and equations

integral_A E[X|G] dP=integral_A X dP for every A in G

G
Sub-sigma-algebra
X
Integrable random variable
P
Probability measure

Conditions and scope

  • X is integrable and G is a sub-sigma-algebra of the probability space.
  • Almost-sure equivalence leaves versions on null sets undetermined; regular conditional distributions need further measurable-space hypotheses.
Sources · 2

References

Sources retain their recorded scope. A source link alone does not establish verification of every statement.

  1. Math 275B (2012), Lecture 1: conditional expectationSébastien Roch / University of Wisconsin–MadisonCourse notes · PDFpeople.math.wisc.eduRead source
  2. 18.102 (Spring 2021): Projection and Riesz representationCasey Rodriguez / MITCourse notes · PDFocw.mit.eduRead source

Evidence and review

Author checked this English statement, displayed equation where present and stated hypotheses against these source locations: Definition/Theorem 1.10, p. 4; measurable and integral identities; Lecture 17, minimizer theorem, orthogonal projection and Theorem 184. The check is bounded to the recorded claims; no complete proof reconstruction, software proof replay or universal literature completeness is claimed.

2026-10-10 · Author source-body/statement/equation/domain check, with graph associations scoped individually. Separate independent content/source/inventory review is required before branch closure.

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Postgraduate & research reference