Use only the variable names . Define mutually renamed formulas by
where is obtained from by globally interchanging and , including their bound occurrences. By induction, means that an increasing chain of elements starts at . Hence
holds exactly when the linear order has at least elements. Inner quantifiers may bind the name again, but their scope is only the nested subformula; the comparison still refers to the preceding point. This finite-variable logic construction works on finite and infinite linear orders.
The sheaf is noninitial: it contains , whose value at includes . In a two-valued topos its support, the image of , can therefore only be . An image equal to would force , since the initial object of a topos is strict. Consequently every is an epimorphism.
Products of sheaves on a small site exist and are computed as products of the underlying presheaves, since a product of unique matching-family amalgamations again uniquely amalgamates. For the countable product , its value at stage is . The factor with is empty by the stronger statement proved in the preceding part. Thus at every stage , with the unique empty restriction maps. It is the empty presheaf, already an initial sheaf because no empty sieve on a category covers. Hence
This proves the final PDF-only request and exhibits the separating tower site with vanishing product. It is a genuine failure of countable choice in this Boolean two-valued sheaf topos; it does not contradict the classical external construction of the site.
First prove the hinted statement. Let be the domain of a partial presheaf map . If is nonempty, take a section in and write . Hypothesis (c) supplies with but . Because is a subpresheaf, both restrictions belong to ; naturality gives
a contradiction. Therefore every such partial map has empty domain.
Now suppose a presheaf map existed. Pull back the monomorphism along it. Its unit image is dense by the preceding plus-construction argument, and density is stable under pullback, so the resulting domain is dense. It gives exactly a partial map of the prohibited kind. Such a domain cannot be empty: at the section of , density would otherwise require the empty sieve on a category to cover. Thus there is no map .
Any sheaf map , composed with , would be such a presheaf map. Hence
The stronger intermediate statement also says , by the Yoneda correspondence. It will be useful for the last clause.
Let . Suppose two sections have equal restrictions on a covering sieve on a category on . Such a sieve on a category is nonempty, so choose in it. Then . Applying hypothesis (b) with the two right-hand factors both gives , since have the same source and target. Hence every representable is separated for .
In the associated-sheaf construction, sections of are matching families modulo agreement after covering refinement. The map identifies two original sections only if they agree on a covering sieve on a category. Thus it is monic when is separated. The plus construction is itself separated, and applying it a second time gives the associated sheaf; its second unit is monic as well. Applying this to proves the unit is a monomorphism
The same construction shows the unit image is dense: a section of is locally represented by sections of , which are in turn locally represented by sections of , and transitivity combines the two covering refinements.
We prove Booleanity directly from the dense-cover description. Let be a subsheaf of a sheaf . Its pseudocomplement consists of sections such that no restriction along any arrow into belongs to . This is a subpresheaf. It is also a sheaf: if a section of restricts into on a dense covering sieve on a category, any hypothetical restriction into has a further restriction in that cover; it would then belong to both and , impossible. Thus the unique amalgamation in of an -matching family lies in .
For any , the sieve on a category of arrows on which its restriction lies in or is dense. Given an arrow , either some further restriction belongs to , supplying the required member of that sieve on a category, or none does, in which case the restriction along itself belongs to . Therefore is locally all of , so their join in the sheaf topos is . Their intersection is empty. Every subsheaf consequently has a complement, proving the topos is Boolean.
For two-valuedness, let be a nonempty subterminal sheaf. At some stage , its value is the singleton. For every there is an arrow , so restriction makes the singleton as well. At any stage , the sieve on a category of arrows into whose domains are at least is dense: after an arrow with domain , choose a further domain and use the existence of arrows downwards. On this covering sieve on a category the unique terminal section has a matching family in , so the sheaf condition gives . Hence . Since the empty sieve on a category never covers, the empty presheaf is an initial sheaf distinct from . Thus
and the topos is two-valued, in the distinct global sense of a two-valued topos.
A dense sieve, also called a persistently nonempty sieve, is one whose every pullback sieve on a category is nonempty: a member factoring through has the form , corresponding to a member of . The maximal sieve on a category clearly has this property. If is persistently nonempty, then is too: for any into the domain of , apply density to to find an extension , giving .
For transitivity, suppose is dense on and is a sieve on a category such that is dense for each . Given , choose with . Density of , tested on its identity arrow, supplies with . Thus is dense. These are the maximality, pullback and transitivity axioms of a Grothendieck topology. Therefore the specified sieves on a category form the coverage , namely the double-negation topology. The empty sieve on a category is never covering, because its identity pullback is empty.
For the Category of sets, take the monoidal tensor product to be the Cartesian product, , with unit a singleton . On morphisms use . Define the associator by and the unitors by and . These are natural isomorphisms, with inverses obtained by rebracketing or adjoining . Both paths in the pentagon send to , and both paths in the triangle send to . This proves the axioms elementwise.
There is a second structure: use disjoint union and unit . Define the associator by preserving each element and its summand while changing the nested tags, and define the unitors by removing the empty summand. These are natural and invertible. In the pentagon, either path takes an element in any of the four summands to that same element in the same summand of ; the triangle removes an empty intermediate summand on either path. Thus both axioms hold.
These product and coproduct monoidal structures on sets have different units, and , which are not isomorphic. They are even inequivalent as monoidal categories: an equivalence of the underlying Category of sets preserves terminal objects, so it cannot take the singleton unit of the product structure to the empty unit of the coproduct structure. Hence the monoidal structure on sets is not unique.
A monoidal category consists of a category , a bifunctor , a monoidal unit object , and natural isomorphisms
The associator obeys the pentagon identity for a monoidal category,
and the unitors obey the triangle identity for a monoidal category,
Composition in a category here acts from right to left. The first equation compares two paths from to ; the second compares two ways of removing the intervening unit.
It is precisely a bicategory with one object . The category is : its objects are the 1-morphisms and its morphisms are the 2-morphisms. Horizontal composition in a category is , the identity 1-morphism is , and the associator and unitors give the weak associativity and unit constraints. Vertical composition in a category is ordinary composition in a category in ; the interchange law follows because is a bifunctor. The bicategory pentagon and triangle axioms are exactly the two equations above. Conversely the sole hom-category of any one-object bicategory gives these data, with the convention that horizontal composition in a category uses the indicated ordering of tensor factors.
Write the adjunction unit and adjunction counit of as . Its induced monad is , with multiplication . The Eilenberg-Moore comparison functor is
The unit law for is , a triangle identity for an adjunction. Naturality of at gives ; applying gives . Naturality at gives the monad algebra morphism equation for . Thus is well-defined.
For each , consider the fork in
It commutes by the naturality equation just used. Its image under is the fork of the preceding question, with parallel morphisms and final map . It is split using and . By the assumed reflection, is the coequalizer of this pair in .
For faithfulness, if for , naturality gives . A coequalizer is an epimorphism, so .
For fullness, let be a monad algebra morphism. Thus satisfies . Set . We verify explicitly that equalizes the two morphisms of the displayed fork. The monad algebra morphism equation gives
Naturality of first at and then at gives
The coequalizer therefore supplies a unique with . Applying yields . The map is split epic with section , so cancellation gives . This proves fullness, and the earlier cancellation proves faithfulness. Hence
No claim that is essentially surjective is needed; that stronger conclusion needs the corresponding existence hypotheses.
For , a functor-split coequalizer pair is a parallel pair such that its image admits a split coequalizer in . In one orientation this means morphisms , and satisfy
These equations prove that is a coequalizer: if , then , so factors ; uniqueness follows from . They remain true under every functor, making a split coequalizer an absolute colimit.
To say that reflects such coequalizers means that any fork in whose image is a split coequalizer is itself a coequalizer in . This is a reflection assertion about an existing fork; it does not by itself require lifting every split fork from , or creating its splitting maps in .
For , consider the reflexive free-algebra presentation of a monad algebra
Both parallel morphisms are monad algebra morphisms: satisfies the monad associativity law, while is the image under of . The map is a monad algebra morphism because , and the same equation says it equalizes the pair.
Suppose is a monad algebra morphism with . Put . Naturality of and the unit law give
Moreover, since is a monad algebra morphism,
Thus is a monad algebra morphism and factors through . If , then , proving uniqueness. Therefore every monad algebra is the stated coequalizer of free algebras.
The underlying fork is a split coequalizer: take , and . Then , , and . Its splitting maps need not be monad algebra morphisms; the preceding argument separately proves the coequalizer in .
Define the free algebra functor by and . The monad laws make an algebra action, and naturality of makes a monad algebra morphism. For an algebra for a monad , define
with proposed inverse . This inverse is a monad algebra morphism, since
One composite is . For a monad algebra morphism , the other is . Both formulas commute with composition in a category in and with monad algebra morphisms in , so the bijection is natural. Thus
A monad on consists of an endofunctor and natural transformations , satisfying, at every object ,
These are the associativity and unit laws. An algebra for a monad is with
A monad algebra morphism is a morphism satisfying . Identity morphisms satisfy this equation, and if satisfy it, then . Hence these objects and morphisms form the Eilenberg-Moore category , with the forgetful functor and .
Define to be the family of all unions of members of , including the empty union. We will verify that this is a topology and that is a basis of a topology. The two conditions play different roles: the covering condition supplies the whole space, while the local intersection condition supplies closure under finite intersections.
Use the least-upper-bound property as the least upper bound axiom: every nonempty set of real numbers bounded above has a least upper bound in . It implies convergence of a bounded increasing sequence: if is the supremum of its terms, then for every some term exceeds , and all subsequent terms lie between that term and . A bounded decreasing sequence converges by applying this argument to its negative.
The alternating series test states that if , , and , then converges. To prove it, let denote its partial sums. The even partial sums are increasing because . The odd partial sums are decreasing because . Moreover,
Completeness of the real numbers therefore gives a limit of a sequence for each subsequence, denoted respectively for the even and odd subsequences. Their difference is , so . Every sufficiently late partial sum belongs to one of these two subsequences, proving convergence of the full sequence of partial sums. Multiplying the terms by leaves convergence unchanged.
Let be continuous on a closed bounded interval . First prove that is a bounded function. If it failed, we could choose with . The Bolzano-Weierstrass theorem gives a subsequence . Because the interval is closed, . Continuity gives , contradicting .
Now let , which exists by completeness of the real numbers and the bound just proved. Choose with . A convergent subsequence has limit of a sequence , and continuity gives . Applying the same argument to gives attainment of the infimum. This proves the extreme value theorem: the maximum and minimum both exist and are attained. The argument also covers a one-point interval, where the conclusions are immediate.
Let be the incidence matrix of a set system. The balanced incomplete block design overlap counts give . On the zero-sum subspace its eigenvalue is ; on the constant vector its eigenvalue is . Therefore has matrix rank . Since a product cannot have larger rank than either factor,
This proves Fisher's inequality for block designs directly. The incomplete, nontrivial hypotheses ensure the positive eigenvalue needed for this argument.
The identities require and , so . Take treatments and the four blocks
Each treatment is absent from exactly one block, hence occurs three times. Each pair is absent from the two blocks missing one of its members, hence occurs together in the other two. This is the required symmetric balanced incomplete block design; here is indeed a square.
Symmetry forces , and the pair-counting identity becomes . Its only positive integral solution is . Since the number of blocks is even, the even-order symmetric design square obstruction requires to be a square. It is not. No design with these parameters exists.
The transformed values are Cox–Snell residuals. Under a correct common survival function and a good fitted cumulative hazard function, the complete transformed failure times should have unit exponential distribution. Transform the observed times and retain their original censoring indicators, then estimate residual survival with a Kaplan–Meier estimator. Its target is
so a plot of its logarithm against should lie approximately on a line of slope . Censored residuals must not be treated as fully observed failure times.
There is a useful caution for this particular common nonparametric fit. The shared-fit Cox–Snell residuals reproduce the fitted survival curve property means that the pooled residual plot is largely built into the transformation. With event ordering and compatible tie processing preserved, at a transformed failure time its residual Kaplan–Meier estimator equals . Finite steps, coalesced censoring times and estimation uncertainty still matter, and an infinite final residual arises if the fitted survivor becomes zero. Separate group plots are more informative about a common-distribution assumption than this pooled fit alone.

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
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