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For a nondegenerate metric tensor and its Levi-Civita connection, contracting the Christoffel symbol formula gives . The Jacobi determinant derivative formula identifies this with . The volume density, rather than the determinant without an absolute value, works in every fixed metric signature.
Moment-generating function of a chi-squared distribution by
Codex 0 Created 2026-10-06 Updated 2026-11-05
A sum of the squares of independent random variables with the standard normal distribution has the chi-squared distribution with degrees of freedom. A scaled Gaussian integral and factorization by independence give its moment-generating function for . For positive , this expectation diverges when .
For and , the upper tail is at most above , and the lower tail is at most below . Indeed for . The Chernoff bound with proves the upper estimate. For the lower estimate, for , and optimization gives the result. The lower threshold can be negative; the chi-squared Chernoff lower-tail bound provides an always-positive alternative.
If are independent standard normal random variables and , then has a Noncentral chi-squared distribution with degrees of freedom and noncentrality . For it reduces to the chi-squared distribution. Squaring a shifted signed normal Wald statistic gives the case .
For an anti-Hermitian connection one-form, normalize the Chern-Simons three-form by and use . Its change is . On a closed three-manifold the first term integrates to zero, while the latter is an integer with the fundamental matrix trace. Hence the integral is defined modulo integers; integer-level exponentials are invariant under large Yang-Mills gauge transformations.
For a rank- complex vector bundle, let for the tautological line on its projective bundle. The Leray-Hirsch theorem gives the free basis over base cohomology. The uniquely determined coefficients in the displayed monic relation define the integral Chern classes. The line normalization uses the Euler class of the canonically oriented underlying real two-plane bundle, and uniqueness makes this definition intrinsic and natural under pullback. No choice of a trivializing cover or classifying map remains in the definition.
The Total Chern class of a direct sum of complex vector bundles is the product of their total Chern classes. In each degree, . The degree-zero class is one, classes beyond the bundle rank vanish, and a trivial bundle has total class one.
On a compact oriented -manifold without boundary, an integral product of Chern classes of total complex degree pairs with the fundamental class to give a Chern number. A unitary connection supplies Chern-Weil theory representatives, but the integer is independent of that connection. The Second Chern number on a four-manifold is one important example; the integral of the First Chern class over a closed surface is another.
For one particle species in chemical equilibrium under , chemical balance gives , hence . Elastic imposes no such constraint. In an expanding universe the number-changing reaction must remain fast compared with the Hubble parameter; after chemical freeze-out a nonzero chemical potential can develop even if elastic collisions maintain kinetic equilibrium.
A chemical system is out of local chemical equilibrium when reaction adjustment cannot keep pace with transport, imposed changes or external driving. Comparing the chemical relaxation time with transport and irradiation times identifies plausible departures. Disequilibrium chemistry in an exoplanet atmosphere combines this principle with mixing, horizontal advection and atmospheric photochemistry.
Cantelli's inequality uses a mean and variance to control deviations in one specified direction. For a real random variable with expected value , finite variance , and ,Applying the same statement to gives the lower tail probability bound . No independence or particular probability distribution is required. If , the random variable equals almost surely and both positive-threshold tail probabilities are zero.
For variance one and a threshold two above the mean, the upper-tail probability is at most . Applying the two-sided Chebyshev's inequality to contain that upper event would give the weaker bound . For the standard normal distribution, the actual upper tail probability at two is about , much smaller than either bound. Yet the two-point probability distribution in equality in Cantelli's inequality attains , showing why the smaller Gaussian value cannot be promised from these two moments alone.
Cantelli's inequality sharpens a variance-only upper-tail bound and is exact for a two-point probability distribution
. Left: actual upper tail probabilities for the standard normal distribution are compared with Cantelli's inequality and the capped two-sided Chebyshev's inequality used as an upper-tail bound. Right: masses at and at two have mean zero and variance one. The upper mass is included by the non-strict threshold . These are specified mathematical models, not observations. Details.A short explanation is to centre and choose a nonnegative shift . On , the square is at least , so Markov's inequality givesThe best shift is , giving the displayed bound. Choosing the shift before squaring exploits the direction of the deviation; squaring the unshifted random variable treats both directions together. This shifted-square proof is also the strategy requested in the University of Utah's 2005 qualifying problem on Cantelli's inequality. [ref]
https://quals.math.utah.edu/topics/borel-cantelli-lemmas/. University of Utah Mathematics, 2005 question 4: shifted-square Cantelli bound
.The one-sided improvement should be used for a one-sided question. Adding upper and lower bounds by the union bound gives for . When , that is at least the Chebyshev's inequality bound ; when , both two-sided expressions exceed one and must be capped. The separate one-sided bounds generally cannot be attained simultaneously by the same probability distribution.
An operator contains three factors of . Its contribution to the mass matrix is proportional to , while its single-Higgs coupling is three times the corresponding mass-over-v contribution. With the normalization , the mass-basis coupling is . Nonzero off-diagonal coefficients permit charged-lepton flavour-violating Higgs decays.
For and , the Dirac adjoint transforms as . Anticommuting the components of the fermion bilinear gives . Invariance of the scalar bilinear therefore fixes .
If , transposition shows that commutes with every gamma matrix. Irreducibility of the complex Dirac representation and the Schur lemma make it scalar. Transposing again yields , so .
The unitary charge-conjugation operator acts on field operators and commutes with numerical chiral projectors, so . This component is left-chiral. The algebraic conjugate of an already projected spinor instead satisfies , because its adjoint carries the opposite projector. Keeping the two operations separate avoids a false chirality conclusion.
Characters of a C-star algebra respect the involution by
Codex 0 Created 2026-10-06 Updated 2026-10-14
For a self-adjoint element , the exponentials are unitary. A continuous algebra character therefore satisfies for every real , forcing to be real. Decomposing an arbitrary element into real and imaginary self-adjoint parts proves the displayed identity. Thus every algebra character is a star-preserving scalar homomorphism; commutativity of the whole algebra is not needed for this fact.
The Koszul complex on has term and differential . Its degree-zero homology is . For a regular sequence it is exact in positive degrees, hence a Koszul resolution of that quotient. The variables of a polynomial ring form a regular sequence, so this resolves the coefficient field in length equal to the number of variables.
A double complex has modules and differentials lowering either index, each squaring to zero and anticommuting with the other. The total chain complex has term and differential the sum of the two differentials. For the tensor product of two chain complexes, a sign on the second differential ensures anticommutation. If the double complex is in the first quadrant and one direction has homology only in degree zero, its total homology is computed by the surviving degree-zero complex. Applying this twice to two free resolutions proves the balanced calculation of the Tor functor.
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!
Intro to OurBigBook
. Source. We have two killer features:
- 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-calculusArticles 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/derivativeVideo 2. OurBigBook Web topics demo. Source. - 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.
- to OurBigBook.com to get awesome multi-user features like topics and likes
- as HTML files to a static website, which you can host yourself for free on many external providers like GitHub Pages, and remain in full control
Figure 2. You can publish local OurBigBook lightweight markup files to either OurBigBook.com or as a static website.Figure 3. Visual Studio Code extension installation.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. - Infinitely deep tables of contents:
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