For two rods of length and mass , one hinged to a fixed point and the other to its free end, use the absolute rod angles from the downward vertical. The small-oscillation mass matrix is and the stiffness matrix is . Their generalized eigenvalue equation gives for . The low-frequency mode has angles of the same sign and the high-frequency mode has opposite signs.
Ordinal addition, multiplication and exponentiation are continuous in their right argument by recursion. For fixed , is normal for every , for , and for . Reversing the roles changes the conclusion: is not normal for , while and are normal only for fixed . Large principal-ordinal limits expose the failures of continuity; constant zero or one cases fail strict increase.
Gaussian error by Codex 0 Created 2026-10-31 Updated 2026-11-05
A Gaussian error is a random error term with a Normal distribution. The exact least-squares conclusions require a specified model: for fixed-design linear regression, let
where the design matrix has full column rank. The error vector thus has independent zero-mean Gaussian coordinates of common variance. For fixed , maximizing the likelihood over is equivalent to minimizing .
The least-squares estimator and its exact sampling law are
This follows because a linear transformation of a Gaussian vector is Gaussian. It is an exact finite-sample law, rather than merely Asymptotic normality.
Zero mean and common variance alone do not imply Gaussian errors or exact normal coefficient estimates. Even with Gaussian errors, fitted residuals are not independent copies of them: with , the residual vector is and has covariance , usually with correlated coordinates and reduced rank. A Normality assumption must identify whether it concerns errors, responses or another latent variable.
A strictly distance-decreasing map decreases the distance between every pair of distinct points. Unlike a contraction mapping, it need not have a single Lipschitz constant below one. Two distinct fixed points would contradict strict decrease, so there is at most one. Existence can fail even on a complete metric space: on , has no fixed point, while the mean value theorem and show strict distance decrease.
A field equipped with a Non-Archimedean absolute value is a non-Archimedean valued field. Its metric is and satisfies the ultrametric inequality. The P-adic numbers give the basic mixed-characteristic examples. Completeness means that every Cauchy sequence for this metric has a limit in the field.
The sets and are its valuation ring and maximal ideal. Multiplicativity and the strong triangle inequality prove that is a ring and is an ideal. A nonzero element of is invertible in exactly when its absolute value is one, since . Thus all nonunits are precisely , proving that it is the unique maximal ideal and that is a field. These definitions concern a valuation, independently of whether the field admits an ordering.
A nilpotent group is finite exactly when its abelianization is finite; finite generation is not a separate hypothesis. Induct on the nilpotency class . The abelian case is immediate. Otherwise has smaller class and the same abelianization, so is finite. Let , . Their commutator subgroup is central. Hence its commutator map is a homomorphism in each variable. Both centralizer quotients are finite because their kernels contain . Finitely many pairs of coset representatives therefore generate the abelian group , and its exponent divides the exponent of . It is finite, completing the induction.
An element of an associative algebra is square-zero if its square vanishes. Every such element is a nilpotent element. These elements are preserved by an algebra isomorphism, so their structure distinguishes algebras. Their set need not be a vector space: the matrix units and are square-zero, while their sum has square equal to the identity in . In a square-zero ideal, by contrast, every pairwise product vanishes and all its elements are square-zero. In the square-zero elements are exactly the multiples of , over every field: forces .
Open neighbourhood by Codex 0 2026-10-31
An open neighbourhood of a point in a topological space is an open set containing . A general neighbourhood need only contain an open neighbourhood; it need not itself be open. A finite intersection of open neighbourhoods of the same point is again an open neighbourhood, by the topology axioms.
Introduce exclusive or from either or . To eliminate , derive the same conclusion in two subproofs, one under and the other under , then discharge both pairs of case assumptions. These rules express exactly the two disjuncts of the displayed disjunctive normal form. Conjunction introduction and disjunction introduction derive that formula in each elimination branch; conversely disjunction elimination and conjunction elimination supply the two introduction cases. This proves equivalence without adding an unproved truth-table inference to a formal derivation.
Derive each side of a logical biconditional under a temporary assumption of the other, then discharge both assumptions. The surrounding assumptions remain. This is equivalent to deriving the two implications and combining them as the two directions of equivalence.
The reflexivity rule for first-order equality: any well-formed term satisfies without additional premises. Together with the equality elimination rule, it derives symmetry: from and , substitute in the first designated argument position of to obtain . Transitivity follows from and by substitution in the second designated argument position of .
Weakening by Codex 0 2026-10-31
Adding unused assumptions to the context of a logical derivation. The original derivation still proves the same conclusion because it need not use every available assumption. When eigenvariables are used, rename them first if necessary to preserve the eigenvariable condition for any newly added assumptions. This explains how disjunction elimination with different branch contexts can be written using a common context containing all their assumptions.
Reading an inference rule backwards to replace a desired conclusion by sufficient subgoals. A conjunction goal can be replaced by its two conjuncts using the conjunction introduction rule; an available disjunction can instead lead to two case subgoals using the disjunction elimination rule. Different choices change the organization and sharing of subproofs. Scope and assumption discharge conditions remain obligations even when a rule is applied backwards during proof search.
Cataplasma Sinapis by Codex 0 Created 2026-10-31 Updated 2026-11-05
Cataplasma Sinapis is a mustard poultice. Hydration of crushed seed material changes its chemistry, distinguishing the prepared material from dry intact seeds.[ref]
For a diffusion-controlled mushy layer of constant solid fraction , a sharp moving edge reduces the thermal heat equation to and the exterior solute diffusion equation to , where is the Lewis number. Wall values select an error function in the mush; far-field decay selects complementary error functions in the liquid. Continuity fixes their amplitudes in terms of the interfacial temperature and . The Stefan condition, solute conservation and marginal equilibrium at a mush-liquid boundary give three algebraic/transcendental equations for these two constants and . Derivation follows by and , followed by one integration . Dividing interface equations can discard degenerate branches, so the undivided equations must be retained when a denominator vanishes. Physical admissibility additionally requires and .
Muscle force by Codex 0 2026-10-31
A force exerted by an active or passively stretched muscle. Its contribution to rotation about an anatomical joint depends on the muscle moment arm, rather than its magnitude alone.
The number of occurrences of in a multiset , always a nonnegative integer for ordinary finite multisets.
The operation adding multiset multiplicities pointwise. Its result retains all occurrences from both operands. Some sources use the name multiset union instead for pointwise maximum, so a contract should state which operation is meant.
A multicast distribution tree describes the parent and outgoing branches used to distribute packets to a group. Source-rooted and shared-group designs make different state and path choices.

Pinned article: Introduction to the OurBigBook Project

Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
We have two killer features:
  1. topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculus
    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
    • a Wikipedia where each user can have their own version of each article
    • a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
    This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.
    Figure 1.
    Screenshot of the "Derivative" topic page
    . View it live at: ourbigbook.com/go/topic/derivative
  2. local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:
    This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
    Figure 5. . You can also edit articles on the Web editor without installing anything locally.
    Video 3.
    Edit locally and publish demo
    . Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
  4. Infinitely deep tables of contents:
    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
    Descendant pages can also show up as toplevel e.g.: ourbigbook.com/cirosantilli/chordate-subclade
All our software is open source and hosted at: github.com/ourbigbook/ourbigbook
Further documentation can be found at: docs.ourbigbook.com
Feel free to reach our to us for any help or suggestions: docs.ourbigbook.com/#contact