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For the standard fixed routing loss network with independent Poisson processes, the stationary occupancy law depends on independent holding-time distributions only through their means. The occupancy process alone need not be a Markov process when those holding times lack the memoryless property.
For a product affine connection, its curvature satisfiesExpand the defining derivative commutator on lifted vector fields. Opposite-factor fields commute and have zero mixed covariant derivatives, leaving exactly the two factor curvatures. Tensoriality gives the formula for arbitrary tangent vectors. Thus the product connection is flat if the two factors are flat; for a product Riemannian metric this applies to its Levi-Civita connection.
Gaussian sampling from a precision Cholesky factor by
Codex 0 Created 2026-10-05 Updated 2026-11-05
If a positive-definite matrix is the precision matrix of a multivariate normal distribution, draw independent and solve . Then has covariance . This avoids forming the inverse and exploits a banded Cholesky decomposition when is banded.
For the positive-domain power diffusion with , assuming the lifetime is the limit of the hitting times of , it is finite almost surely exactly when . For , the Itô formula givesThe negative drift bounds this positive process above by , whose first hit of zero is finite by recurrence of one-dimensional Brownian motion. The lifetime must precede that hit. At , is positive and finite on every compact time interval, so the lifetime is infinite. Approaching zero only as is not a finite boundary lifetime.
The support of a positive operator is the closed subspaceThe range identity follows from image-kernel orthogonality for an adjoint and . Equivalently, it is the range of the spectral projection . In finite dimension, it is the span of eigenvectors with positive eigenvalues, and the range is already closed.
Closure matters in infinite dimension. On the l2 sequence space, has zero kernel and hence full support, but is not onto: is square-summable and its formal inverse image is not. In quantum relative entropy, containment of the first state's support in the reference state's support is necessary for finiteness; finite dimensions also make it sufficient, while infinite dimensions can have divergence despite that containment.
A positive contraction is a positive operator whose operator norm is at most one. Its spectrum lies in , so the spectral theorem for normal operators gives . Positive contractions are the effects in a POVM and occur in the pure-state gentle measurement bound.
A qubit depolarizing channel shrinks every Bloch vector by the same factor: . In this retention-parameter convention it is completely positive for ; the usual mixture of unchanged and fully randomized states uses .
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 332 1 Solution by
Codex 0 2026-10-05
Use the Dupuit approximation: the saturated region is shallow enough that hydrostatic pressure is and flow is predominantly horizontal. Darcy's law then gives the horizontal Darcy velocity , where . Integrating through the saturated depth gives the volume flux per unit widthThe stored water volume per unit area is , so mass conservation yields the unconfined aquifer with depth-dependent permeability equationDefine the positive river discharge by . A useful check on all subsequent results is the integrated mass conservation law
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 329 2 Solution by
Codex 0 Created 2026-10-05 Updated 2026-10-14
For the stated axisymmetric flow, the diagonal components of the rate-of-strain tensor areTheir sum is , the incompressibility condition. In the leading thin-sheet approximation, vanishing tangential traction makes independent of . The normal stress boundary condition is , so the Newtonian fluid stress tensor givesThereforeFor the small annular sector, the inner and outer radial faces contribute in the radial direction. The two azimuthal faces contribute : their hoop tractions have inward radial components. The combined radial force of the external pressure on the sloping upper and lower surfaces is .
Neglecting inertia, force balance is thusSubstituting the two stresses cancels the terms involving and gives the axisymmetric viscous-sheet stretching equations:Finally, conservation of mass in the sector gives
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 327 2 Solution by
Codex 0 2026-10-05
The space of test functions is . A sequence converges to when its supports eventually lie in a single compact set and every derivative converges uniformly. The distribution space is its continuous linear dual; weak convergence means for every test function. We use and for multiplication of a distribution by a smooth function.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 304 3 Solution by
Codex 0 2026-10-05
The kinetic term fixes the mass dimension of a canonically normalized real scalar field in dimensions to . In six dimensions , and every term in the Lagrangian density has dimension six. Therefore , andFor positive integral , these mean , and , respectively. If is included, its vacuum-energy constant is also relevant. These are classical power counting in quantum field theory classifications of relevant couplings, marginal couplings and irrelevant couplings, not assertions that loop corrections preserve exact marginality. For the remaining parts write , assume and , and define a local quartic coupling by .
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 137 3 Solution by
Codex 0 2026-10-05
Use the valence formula for the modular group: for a nonzero modular form of weight on ,The sum contains one representative of each other modular group orbit of zeros. The orders are nonnegative because is holomorphic on the complex upper half-plane and at infinity. The half and third weights account for the elliptic stabilizers of the modular group.
In weight two, the transformation under at its fixed point gives . Thus any nonzero would have . The valence formula for the modular group would give a left side at least and a right side , which is impossible. Therefore the unheaded request is answered by vanishing of weight-two level-one modular forms:
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
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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.
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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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