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OCMEBilingual mathematics & derivations繁體中文

OCME · Bilingual mathematics & derivations

Knowledge objects

Understand concepts through definitions, assumptions and formulas, then follow guides, practice and evidence.

Knowledge object

Finite quotient group

Cosets of a normal subgroup N form a finite quotient group, with (gN)(hN)=(g*h)N independent of representatives.

mko-finite-quotient-group · Algebra

Knowledge object

Conjugacy class in a finite group

A finite group acts on itself by g*x=g*x*g^(-1); the orbits are conjugacy classes partitioning the group.

mko-finite-group-conjugacy-class · Algebra

Knowledge object

Standard normal distribution

The standard normal law has density phi(x)=(2*pi)^(-1/2)*exp(−x^2/2), continuous CDF Phi, mean0 and variance1.

mko-standard-normal-distribution · Probability and statistics

Knowledge object

Mean squared error of an estimator

For scalar parameter theta, MSE_theta(T)=E_theta[(T−theta)^2] is defined under each complete sampling distribution separately.

mko-estimator-mean-squared-error · Probability and statistics

Knowledge object

Standard form of a linear program

This node fixes one primal convention: maximize c^T*x subject to A*x≤b and x≥0.

mko-linear-program-standard-form · Optimization and operations research

Knowledge object

Vertex cover

A vertex subset C covers a finite simple undirected graph if every edge has at least one endpoint in C.

mko-vertex-cover · Combinatorics and discrete mathematics

Knowledge object

First isomorphism theorem for finite groups

A finite group homomorphism induces an isomorphism from its kernel quotient to its image, not automatically to the entire codomain.

mko-first-isomorphism-theorem-finite-groups · Algebra

Knowledge object

Center of a finite group

The center consists of all elements commuting with every group element and is a normal subgroup.

mko-finite-group-center · Algebra

Knowledge object

Bias-variance decomposition

For each parameter value and its sampling law, scalar-estimator MSE equals variance plus squared bias.

mko-bias-variance-decomposition · Probability and statistics

Knowledge object

Linear-programming duality

For primal maximize c^T*x with A*x≤b,x≥0, the dual minimizes b^T*y with A^T*y≥c,y≥0; feasible pairs satisfy weak duality.

mko-linear-program-duality · Optimization and operations research

Knowledge object

Max-flow min-cut theorem

In a finite capacitated network the largest feasible flow value equals the least capacity among all source–sink cuts.

mko-max-flow-min-cut-theorem · Optimization and operations research

Knowledge object

Minimum vertex cover

A minimum vertex cover has least cardinality among all vertex covers of the finite simple graph.

mko-minimum-vertex-cover · Combinatorics and discrete mathematics

Knowledge object

Many-one reduction

A≤mB means a total computable map f satisfies x∈A exactly when f(x)∈B for every x.

mko-many-one-reduction · Mathematics of computer science

Knowledge object

Contraction mapping theorem

A self-map on a nonempty complete metric space with one global contraction constant q<1 has a unique fixed point and convergent Picard iterates.

mko-contraction-mapping-theorem · Analysis

Knowledge object

Intermediate value theorem

A continuous real function on a closed interval attains each value between its endpoint values.

mko-intermediate-value-theorem · Analysis

Knowledge object

Taylor remainder theorem

Under sufficient differentiability, a Lagrange remainder and derivative bound control the Taylor approximation error.

mko-taylor-remainder-theorem · Analysis

Knowledge object

Maximum-likelihood estimator in a finite model

A finite-model MLE chooses a parameter maximizing the observed likelihood; ties use one fixed rule independent of the unknown parameter.

mko-finite-maximum-likelihood-estimator · Probability and statistics

Knowledge object

Sufficient statistic in a finite model

A statistic is sufficient when the conditional sample law given its value does not depend on theta wherever that condition has positive mass.

mko-finite-sufficient-statistic · Probability and statistics

Knowledge object

Multiplicative order modulo n

For gcd(a,n)=1, the multiplicative order is the smallest positive k with a^k congruent to1 modulo n.

mko-multiplicative-order-mod-n · Number theory

Knowledge object

Comparison tests for series

Eventual termwise bounds transfer convergence from a nonnegative upper series or divergence from a nonnegative lower series.

mko-series-comparison-test · Analysis

Knowledge object

Ratio test for series

For eventually nonzero terms, an absolute successive-ratio limit below1 gives absolute convergence, above1 gives divergence, and equal to1 is inconclusive.

mko-ratio-test-series · Analysis

Knowledge object

Finite product topology

Open rectangles generate the topology of a finite Cartesian product of topological spaces.

mko-finite-product-topology · Topology