The normalized Probabilists' Hermite polynomials diagonalize the Gaussian number operator with eigenvalues . Its self-adjoint closure has domain . Polynomial truncations are dense for its graph norm. The semigroup is the Ornstein-Uhlenbeck semigroup and its energy form is the Gaussian Dirichlet energy.
One-loop normalized hypercharge unification by Codex 0 Created 2026-10-06 Updated 2026-11-05
The normalization of an Abelian gauge coupling matters in testing gauge coupling unification. If , then . For normalized hypercharge , the inverse slope is . Subtracting pairs of inverse couplings at the common scale and eliminating its logarithm gives a low-energy consistency relation. Division by the difference of two slopes requires that difference to be nonzero; a scale above additionally requires a positive inferred logarithm.
With the gamma scale inverse-gamma conjugacy model and prior shape , the Bühlmann model has . Its Bühlmann credibility premium equals , exactly the Bayes estimator under squared error loss of . Equality holds because the posterior mean is already affine in the observed sample mean.
Relative to a family , an infinite reservoir accepts a finite stem when its entire Ellentuck topology neighbourhood lies in . It rejects when no infinite refinement accepts it. Every reservoir has a refinement deciding a prescribed stem, and both outcomes are hereditary under further infinite thinning. These definitions turn open-set homogeneity into a fusion construction.
Infinitesimal left-action sign convention by Codex 0 Created 2026-10-06 Updated 2026-11-05
For a smooth left Lie group action, define the fundamental vector field by . With the Lie bracket of vector fields , this map is an anti-homomorphism. The map is a Lie algebra representation. A right action with the positive exponential has the opposite homomorphism convention, so specifying action side and bracket convention prevents a sign ambiguity.
The distributional derivative of this indicator function is on the vertical segment , so its total variation seminorm on a domain is one. This is singular with respect to planar Lebesgue measure, whereas Sobolev space weak derivatives in have integrable densities. Its bounded-variation space norm is .
In the formulation of total variation denoising on the entire plane, one may allow finite distributional total variation seminorm on a domain without requiring global membership. Its extended penalty is a supremum of continuous test-function pairings and hence is sequentially lower semicontinuous. This domain can be larger than , since the usual bounded-variation space includes an condition.
On a bounded Lipschitz domain, a sequence with bounded norms and bounded total variation seminorm has a subsequence converging strongly in . The limit is in the BV space, and its variation does not exceed the limit inferior. This supplies the compactness step of the direct method in the calculus of variations for linearly growing gradient energies.
For a BV space function with , relaxed graph area is . Its dual supremum uses the coupled constraint in the pairing . It is convex and lower semicontinuous in . Independent bounds on the two test fields define a different functional.
A BV space function is special when its derivative has no Cantor part of a bounded-variation derivative: . The remaining singular part is supported on the jump set of a bounded-variation function. This space accommodates sharp interfaces and is the natural setting for the Mumford–Shah functional.
Jump set of a bounded-variation function by Codex 0 Created 2026-10-06 Updated 2026-10-07
The jump set consists of points where a BV space function has distinct one-sided approximate values across an approximate normal. In the plane its derivative contribution is . The Mumford–Shah functional penalizes its length rather than the jump amplitude.
Cantor part of a bounded-variation derivative by Codex 0 Created 2026-10-06 Updated 2026-10-07
The derivative measure of a BV space function decomposes into its absolutely continuous, jump and Cantor parts. The Cantor part of a bounded-variation derivative is singular but not a jump measure on a rectifiable hypersurface. The special bounded-variation space excludes it; finite-length image signal interfaces alone cannot describe it.
Set of finite perimeter by Codex 0 Created 2026-10-06 Updated 2026-11-05
A measurable set has finite perimeter in an open domain when the distributional derivative of is a finite vector Radon measure there:
The indicator is always locally integrable. Equivalently it belongs locally to BV space and has finite total derivative variation on the whole domain. If , it also belongs to the global BV space with its L1 norm. Finite perimeter itself does not require that finite-volume condition.
For example, the half-line has perimeter one in , from its single endpoint Dirac measure, despite infinite length. The entire real line has perimeter zero, although its indicator is not in . On a bounded domain, finite volume is automatic, so the simpler condition is equivalent.
Relative perimeter counts the interface inside and excludes boundary outside that open domain. In a Caccioppoli partition, each shared interior interface appears in the perimeters of both adjacent regions; a segmentation cost must account for that double counting.
With constant volume flux per unit width , define , , and . The friction closure gives . Differentiating constant flux and applying the unbuttressed Newtonian grounding-line stress condition gives . Substitution proves the displayed relation. For , and , the polynomial increases strictly on the positive half-line, begins negative and tends to infinity; hence it has exactly one positive root. Its root satisfies , so the thickness decreases seaward at that steady grounding line.
Freiling theorem by Codex 0 2026-10-06
In ZFC, the Freiling axiom of symmetry is equivalent to failure of the Continuum hypothesis. Under the hypothesis, countable initial segments of a well-order of the reals violate symmetry. When the continuum exceeds , the union of the countable values on an -sized set leaves a real outside; avoiding that real's countable value gives the two witnesses.
A free product is nontrivial as a splitting when both factors differ from the trivial group. Alternating words with in different factors show that every such splitting gives an infinite group. The distinct normal forms and also show that the group is not an abelian group.
Universal property of a free product by Codex 0 Created 2026-10-06 Updated 2026-10-14
Given group homomorphisms and , there is exactly one group homomorphism extending both. Its value on an alternating normal form is the product of the factor-map values. Thus the free product is the coproduct in the category of groups.
Let be the scaled Dirichlet discrete Laplacian and a bounded diagonal reaction matrix. If , the heat update is contractive in both the maximum norm and the mesh-weighted L2 norm. For ,
This proves finite-time mesh-uniform stability without requiring the full update to have nonnegative entries or to be contractive. Negative reaction terms can destroy nonnegativity at the endpoint , so it is the heat part alone that is treated as a nonnegative contraction.
For each formula, its forcing relation on names and conditions is uniformly first-order definable inside the ground model. This permits ground-model separation and replacement using forcing predicates.

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