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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

Linear systems in two variables and degenerate constraints

A solution must satisfy two real linear constraints simultaneously. A nonzero determinant gives a unique solution; singular systems and zero rows require separate consistency checks.

mko-system-linear-equations · Algebra

Knowledge object

Conditional probability in finite models

The conditioning event must have positive probability. In a finite model, P(A|B)=P(A∩B)/P(B), and the direction cannot be freely exchanged.

mko-conditional-probability · Probability and statistics

Knowledge object

Injectivity and distinct inputs

Injectivity requires distinct permitted inputs to have distinct outputs; it does not require coverage of the whole codomain.

mko-injective · Foundations and logic

Knowledge object

Surjectivity and codomain coverage

Surjectivity requires a permitted preimage for every codomain element; an output may have several preimages.

mko-surjective · Foundations and logic

Knowledge object

Bijectivity and unique preimages

A bijection is both injective and surjective; equivalently, every codomain element has exactly one permitted preimage.

mko-bijective · Foundations and logic

Knowledge object

Inverse functions of bijections

For a bijection f:A→B, an inverse g:B→A restores values in both directions; exchanging a table is not an unconditional inverse construction.

mko-inverse-function · Algebra

Knowledge object

Real random variables on finite sample spaces

A random variable in a finite model is a total function from elementary outcomes to real numbers, distinct from an outcome or its probability weight.

mko-random-variable · Probability and statistics

Knowledge object

Expectation in finite models

Finite expectation is the weighted sum of random-variable values under a valid probability law; linearity does not require independence.

mko-expectation · Probability and statistics

Knowledge object

Variance in finite probability models

This entry defines variance as E[(X−E[X])²], distinct from sample variance with an n−1 denominator. Zero-weight outliers do not affect it.

mko-variance · Probability and statistics

Knowledge object

Usual order on the real numbers

The usual real order compares real values and supports finite nonempty extrema, closed intervals, and translation by a common addend.

mko-order-relation · Foundations and logic

Knowledge object

Quadratic functions in vertex form

A nonzero-coefficient quadratic on all of R has a vertex, an axis of symmetry, and a global minimum or maximum determined by the coefficient sign.

mko-quadratic-function · Algebra

Knowledge object

Descriptive summaries of nonempty observation lists

Mean, median, range, and the explicitly defined maximal-frequency set summarize a nonempty finite observation list while retaining multiplicities.

mko-descriptive-statistics · Probability and statistics

Knowledge object

Matrix-represented linear maps on the real plane

Use the explicit R²→R² matrix model for additivity and scalar compatibility; an affine expression with nonzero translation is not linear.

mko-linear-transformation · Algebra

Knowledge object

Determinants of real 2×2 matrices

This entry covers ad−bc, invertibility over R, product determinants, and scalar scaling for 2×2 real matrices.

mko-determinant · Algebra

Knowledge object

Plane-coordinate isometries and uniform scaling

Translations, counterclockwise quarter-turn rotations about the origin, and specified line reflections are plane isometries; uniform scaling distinguishes zero, ±1, and other coefficients.

mko-geometric-transformations · Geometry

Knowledge object

Sequence limits and exact tail cutoffs

A zero-based real sequence converges when every precision admits a natural cutoff controlling the entire tail; this pulse treats an exact reciprocal-tail model.

mko-sequence-limit · Analysis