Note on Monoidal Localisation
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A Convenient Category for Higher-Order Probability Theory
A Convenient Category for Higher-Order Probability Theory Chris Heunen Ohad Kammar Sam Staton Hongseok Yang University of Edinburgh, UK University of Oxford, UK University of Oxford, UK University of Oxford, UK Abstract—Higher-order probabilistic programming languages 1 (defquery Bayesian-linear-regression allow programmers to write sophisticated models in machine 2 let let sample normal learning and statistics in a succinct and structured way, but step ( [f ( [s ( ( 0.0 3.0)) 3 sample normal outside the standard measure-theoretic formalization of proba- b ( ( 0.0 3.0))] 4 fn + * bility theory. Programs may use both higher-order functions and ( [x] ( ( s x) b)))] continuous distributions, or even define a probability distribution 5 (observe (normal (f 1.0) 0.5) 2.5) on functions. But standard probability theory does not handle 6 (observe (normal (f 2.0) 0.5) 3.8) higher-order functions well: the category of measurable spaces 7 (observe (normal (f 3.0) 0.5) 4.5) is not cartesian closed. 8 (observe (normal (f 4.0) 0.5) 6.2) Here we introduce quasi-Borel spaces. We show that these 9 (observe (normal (f 5.0) 0.5) 8.0) spaces: form a new formalization of probability theory replacing 10 (predict :f f))) measurable spaces; form a cartesian closed category and so support higher-order functions; form a well-pointed category and so support good proof principles for equational reasoning; and support continuous probability distributions. We demonstrate the use of quasi-Borel spaces for higher-order functions and proba- bility by: showing that a well-known construction of probability theory involving random functions gains a cleaner expression; and generalizing de Finetti’s theorem, that is a crucial theorem in probability theory, to quasi-Borel spaces. -
Coreflective Subcategories
transactions of the american mathematical society Volume 157, June 1971 COREFLECTIVE SUBCATEGORIES BY HORST HERRLICH AND GEORGE E. STRECKER Abstract. General morphism factorization criteria are used to investigate categorical reflections and coreflections, and in particular epi-reflections and mono- coreflections. It is shown that for most categories with "reasonable" smallness and completeness conditions, each coreflection can be "split" into the composition of two mono-coreflections and that under these conditions mono-coreflective subcategories can be characterized as those which are closed under the formation of coproducts and extremal quotient objects. The relationship of reflectivity to closure under limits is investigated as well as coreflections in categories which have "enough" constant morphisms. 1. Introduction. The concept of reflections in categories (and likewise the dual notion—coreflections) serves the purpose of unifying various fundamental con- structions in mathematics, via "universal" properties that each possesses. His- torically, the concept seems to have its roots in the fundamental construction of E. Cech [4] whereby (using the fact that the class of compact spaces is productive and closed-hereditary) each completely regular F2 space is densely embedded in a compact F2 space with a universal extension property. In [3, Appendice III; Sur les applications universelles] Bourbaki has shown the essential underlying similarity that the Cech-Stone compactification has with other mathematical extensions, such as the completion of uniform spaces and the embedding of integral domains in their fields of fractions. In doing so, he essentially defined the notion of reflections in categories. It was not until 1964, when Freyd [5] published the first book dealing exclusively with the theory of categories, that sufficient categorical machinery and insight were developed to allow for a very simple formulation of the concept of reflections and for a basic investigation of reflections as entities themselvesi1). -
Basic Category Theory and Topos Theory
Basic Category Theory and Topos Theory Jaap van Oosten Jaap van Oosten Department of Mathematics Utrecht University The Netherlands Revised, February 2016 Contents 1 Categories and Functors 1 1.1 Definitions and examples . 1 1.2 Some special objects and arrows . 5 2 Natural transformations 8 2.1 The Yoneda lemma . 8 2.2 Examples of natural transformations . 11 2.3 Equivalence of categories; an example . 13 3 (Co)cones and (Co)limits 16 3.1 Limits . 16 3.2 Limits by products and equalizers . 23 3.3 Complete Categories . 24 3.4 Colimits . 25 4 A little piece of categorical logic 28 4.1 Regular categories and subobjects . 28 4.2 The logic of regular categories . 34 4.3 The language L(C) and theory T (C) associated to a regular cat- egory C ................................ 39 4.4 The category C(T ) associated to a theory T : Completeness Theorem 41 4.5 Example of a regular category . 44 5 Adjunctions 47 5.1 Adjoint functors . 47 5.2 Expressing (co)completeness by existence of adjoints; preserva- tion of (co)limits by adjoint functors . 52 6 Monads and Algebras 56 6.1 Algebras for a monad . 57 6.2 T -Algebras at least as complete as D . 61 6.3 The Kleisli category of a monad . 62 7 Cartesian closed categories and the λ-calculus 64 7.1 Cartesian closed categories (ccc's); examples and basic facts . 64 7.2 Typed λ-calculus and cartesian closed categories . 68 7.3 Representation of primitive recursive functions in ccc's with nat- ural numbers object . -
SHORT INTRODUCTION to ENRICHED CATEGORIES FRANCIS BORCEUX and ISAR STUBBE Département De Mathématique, Université Catholique
SHORT INTRODUCTION TO ENRICHED CATEGORIES FRANCIS BORCEUX and ISAR STUBBE Departement de Mathematique, Universite Catholique de Louvain, 2 Ch. du Cyclotron, B-1348 Louvain-la-Neuve, Belgium. e-mail: [email protected] — [email protected] This text aims to be a short introduction to some of the basic notions in ordinary and enriched category theory. With reasonable detail but always in a compact fashion, we have brought together in the rst part of this paper the denitions and basic properties of such notions as limit and colimit constructions in a category, adjoint functors between categories, equivalences and monads. In the second part we pass on to enriched category theory: it is explained how one can “replace” the category of sets and mappings, which plays a crucial role in ordinary category theory, by a more general symmetric monoidal closed category, and how most results of ordinary category theory can be translated to this more general setting. For a lack of space we had to omit detailed proofs, but instead we have included lots of examples which we hope will be helpful. In any case, the interested reader will nd his way to the references, given at the end of the paper. 1. Ordinary categories When working with vector spaces over a eld K, one proves such theorems as: for all vector spaces there exists a base; every vector space V is canonically included in its bidual V ; every linear map between nite dimensional based vector spaces can be represented as a matrix; and so on. But where do the universal quantiers take their value? What precisely does “canonical” mean? How can we formally “compare” vector spaces with matrices? What is so special about vector spaces that they can be based? An answer to these questions, and many more, can be formulated in a very precise way using the language of category theory. -
Universality of Multiplicative Infinite Loop Space Machines
UNIVERSALITY OF MULTIPLICATIVE INFINITE LOOP SPACE MACHINES DAVID GEPNER, MORITZ GROTH AND THOMAS NIKOLAUS Abstract. We establish a canonical and unique tensor product for commutative monoids and groups in an ∞-category C which generalizes the ordinary tensor product of abelian groups. Using this tensor product we show that En-(semi)ring objects in C give rise to En-ring spectrum objects in C. In the case that C is the ∞-category of spaces this produces a multiplicative infinite loop space machine which can be applied to the algebraic K-theory of rings and ring spectra. The main tool we use to establish these results is the theory of smashing localizations of presentable ∞-categories. In particular, we identify preadditive and additive ∞-categories as the local objects for certain smashing localizations. A central theme is the stability of algebraic structures under basechange; for example, we show Ring(D ⊗ C) ≃ Ring(D) ⊗ C. Lastly, we also consider these algebraic structures from the perspective of Lawvere algebraic theories in ∞-categories. Contents 0. Introduction 1 1. ∞-categories of commutative monoids and groups 4 2. Preadditive and additive ∞-categories 6 3. Smashing localizations 8 4. Commutative monoids and groups as smashing localizations 11 5. Canonical symmetric monoidal structures 13 6. More functoriality 15 7. ∞-categories of semirings and rings 17 8. Multiplicative infinite loop space theory 19 Appendix A. Comonoids 23 Appendix B. Algebraic theories and monadic functors 23 References 26 0. Introduction The Grothendieck group K0(M) of a commutative monoid M, also known as the group completion, is the universal abelian group which receives a monoid map from M. -
Arxiv:Math/0206124V2 [Math.CT] 13 Aug 2002
On Regular Closure Operators and Cowellpowered Subcategories Vishvajit V S Gautam The Institute of Mathematical Sciences, Chennai -600113 India. [email protected] Abstract Many properties of a category X , as for instance the existence of an adjoint or of a factorization system, are a consequence of the cow- ellpoweredness of X . In the absence of cowellpoweredness, for general results, fairly strong assumption on the category are needed. This paper provides a number of novel and useful observations to tackle the cowellpoweredness problem of subcategories by means of regular closure operators. Our exposition focusses on the question when two subcategories A and B induce the same regular closure operators (up to isomorphism), then information about (non)-cowellpoweredness of A may be gained from the corresponding property of B, and vice versa. Keywords : A-regular morphism, (strongly) epireflective subcategory, cowellpowered category, regular closure operator, (weakly) reflective subcategory, wellpowered category. AMS subject classification 2000 : 18A20, 18B30, 18A32. Introduction arXiv:math/0206124v2 [math.CT] 13 Aug 2002 Subcategories are always assumed to be full and isomorphism closed. A morphism f : X −→ Y in a category X is an epimorphism if for each pair of morphisms g, h : Y −→ Z in a category X such that g · f = h · f implies g = h. Regular closure operators were originally introduced by Salbany [20]. These operators provide a key instrument for attacking the cowellpowerednes problem in a category X . A category X is said to be cowellpowered if each object X in X admits only a (small) set of non- equivalent X -epimorphisms with domain in X. -
Groups and Categories
\chap04" 2009/2/27 i i page 65 i i 4 GROUPS AND CATEGORIES This chapter is devoted to some of the various connections between groups and categories. If you already know the basic group theory covered here, then this will give you some insight into the categorical constructions we have learned so far; and if you do not know it yet, then you will learn it now as an application of category theory. We will focus on three different aspects of the relationship between categories and groups: 1. groups in a category, 2. the category of groups, 3. groups as categories. 4.1 Groups in a category As we have already seen, the notion of a group arises as an abstraction of the automorphisms of an object. In a specific, concrete case, a group G may thus consist of certain arrows g : X ! X for some object X in a category C, G ⊆ HomC(X; X) But the abstract group concept can also be described directly as an object in a category, equipped with a certain structure. This more subtle notion of a \group in a category" also proves to be quite useful. Let C be a category with finite products. The notion of a group in C essentially generalizes the usual notion of a group in Sets. Definition 4.1. A group in C consists of objects and arrows as so: m i G × G - G G 6 u 1 i i i i \chap04" 2009/2/27 i i page 66 66 GROUPSANDCATEGORIES i i satisfying the following conditions: 1. -
Monoidal Functors, Equivalence of Monoidal Categories
14 1.4. Monoidal functors, equivalence of monoidal categories. As we have explained, monoidal categories are a categorification of monoids. Now we pass to categorification of morphisms between monoids, namely monoidal functors. 0 0 0 0 0 Definition 1.4.1. Let (C; ⊗; 1; a; ι) and (C ; ⊗ ; 1 ; a ; ι ) be two monoidal 0 categories. A monoidal functor from C to C is a pair (F; J) where 0 0 ∼ F : C ! C is a functor, and J = fJX;Y : F (X) ⊗ F (Y ) −! F (X ⊗ Y )jX; Y 2 Cg is a natural isomorphism, such that F (1) is isomorphic 0 to 1 . and the diagram (1.4.1) a0 (F (X) ⊗0 F (Y )) ⊗0 F (Z) −−F− (X−)−;F− (Y− )−;F− (Z!) F (X) ⊗0 (F (Y ) ⊗0 F (Z)) ? ? J ⊗0Id ? Id ⊗0J ? X;Y F (Z) y F (X) Y;Z y F (X ⊗ Y ) ⊗0 F (Z) F (X) ⊗0 F (Y ⊗ Z) ? ? J ? J ? X⊗Y;Z y X;Y ⊗Z y F (aX;Y;Z ) F ((X ⊗ Y ) ⊗ Z) −−−−−−! F (X ⊗ (Y ⊗ Z)) is commutative for all X; Y; Z 2 C (“the monoidal structure axiom”). A monoidal functor F is said to be an equivalence of monoidal cate gories if it is an equivalence of ordinary categories. Remark 1.4.2. It is important to stress that, as seen from this defini tion, a monoidal functor is not just a functor between monoidal cate gories, but a functor with an additional structure (the isomorphism J) satisfying a certain equation (the monoidal structure axiom). -
On Closed Categories of Functors
ON CLOSED CATEGORIES OF FUNCTORS Brian Day Received November 7, 19~9 The purpose of the present paper is to develop in further detail the remarks, concerning the relationship of Kan functor extensions to closed structures on functor categories, made in "Enriched functor categories" | 1] §9. It is assumed that the reader is familiar with the basic results of closed category theory, including the representation theorem. Apart from some minor changes mentioned below, the terminology and notation employed are those of |i], |3], and |5]. Terminology A closed category V in the sense of Eilenberg and Kelly |B| will be called a normalised closed category, V: V o ÷ En6 being the normalisation. Throughout this paper V is taken to be a fixed normalised symmetric monoidal closed category (Vo, @, I, r, £, a, c, V, |-,-|, p) with V ° admitting all small limits (inverse limits) and colimits (direct limits). It is further supposed that if the limit or colimit in ~o of a functor (with possibly large domain) exists then a definite choice has been made of it. In short, we place on V those hypotheses which both allow it to replace the cartesian closed category of (small) sets Ens as a ground category and are satisfied by most "natural" closed categories. As in [i], an end in B of a V-functor T: A°P@A ÷ B is a Y-natural family mA: K ÷ T(AA) of morphisms in B o with the property that the family B(1,mA): B(BK) ÷ B(B,T(AA)) in V o is -2- universally V-natural in A for each B 6 B; then an end in V turns out to be simply a family sA: K ~ T(AA) of morphisms in V o which is universally V-natural in A. -
Arxiv:1911.00818V2 [Math.CT] 12 Jul 2021 Oc Eerhlbrtr,Teus Oenet Rcrei M Carnegie Or Shou Government, Express and U.S
A PRACTICAL TYPE THEORY FOR SYMMETRIC MONOIDAL CATEGORIES MICHAEL SHULMAN Abstract. We give a natural-deduction-style type theory for symmetric monoidal cat- egories whose judgmental structure directly represents morphisms with tensor products in their codomain as well as their domain. The syntax is inspired by Sweedler notation for coalgebras, with variables associated to types in the domain and terms associated to types in the codomain, allowing types to be treated informally like “sets with elements” subject to global linearity-like restrictions. We illustrate the usefulness of this type the- ory with various applications to duality, traces, Frobenius monoids, and (weak) Hopf monoids. Contents 1 Introduction 1 2 Props 9 3 On the admissibility of structural rules 11 4 The type theory for free props 14 5 Constructing free props from type theory 24 6 Presentations of props 29 7 Examples 31 1. Introduction 1.1. Type theories for monoidal categories. Type theories are a powerful tool for reasoning about categorical structures. This is best-known in the case of the internal language of a topos, which is a higher-order intuitionistic logic. But there are also weaker type theories that correspond to less highly-structured categories, such as regular logic for arXiv:1911.00818v2 [math.CT] 12 Jul 2021 regular categories, simply typed λ-calculus for cartesian closed categories, typed algebraic theories for categories with finite products, and so on (a good overview can be found in [Joh02, Part D]). This material is based on research sponsored by The United States Air Force Research Laboratory under agreement number FA9550-15-1-0053. -
Graded Monoidal Categories Compositio Mathematica, Tome 28, No 3 (1974), P
COMPOSITIO MATHEMATICA A. FRÖHLICH C. T. C. WALL Graded monoidal categories Compositio Mathematica, tome 28, no 3 (1974), p. 229-285 <http://www.numdam.org/item?id=CM_1974__28_3_229_0> © Foundation Compositio Mathematica, 1974, tous droits réservés. L’accès aux archives de la revue « Compositio Mathematica » (http: //http://www.compositio.nl/) implique l’accord avec les conditions géné- rales d’utilisation (http://www.numdam.org/conditions). Toute utilisation commerciale ou impression systématique est constitutive d’une infrac- tion pénale. Toute copie ou impression de ce fichier doit contenir la présente mention de copyright. Article numérisé dans le cadre du programme Numérisation de documents anciens mathématiques http://www.numdam.org/ COMPOSITIO MATHEMATICA, Vol. 28, Fasc. 3, 1974, pag. 229-285 Noordhoff International Publishing Printed in the Netherlands GRADED MONOIDAL CATEGORIES A. Fröhlich and C. T. C. Wall Introduction This paper grew out of our joint work on the Brauer group. Our idea was to define the Brauer group in an equivariant situation, also a ’twisted’ version incorporating anti-automorphisms, and give exact sequences for computing it. The theory related to representations of groups by auto- morphisms of various algebraic structures [4], [5], on one hand, and to the theory of quadratic and Hermitian forms (see particularly [17]) on the other. In developing these ideas, we observed that many of the arguments could be developed in a purely abstract setting, and that this clarified the nature of the proofs. The purpose of this paper is to present this setting, together with such theorems as need no further structure. To help motivate the reader, and fix ideas somewhat in tracing paths through the abstractions which follow, we list some of the examples to which the theory will be applied. -
On a Reflective Subcategory of the Category of All Topological Spaces
ON A REFLECTIVE SUBCATEGORY OF THE CATEGORY OF ALL TOPOLOGICAL SPACES BY LADISLAV SKULA 1. Introduction. In his paper [4] J. F. Kennison gives three types of full reflective subcategories of the category of all topological spaces called simple, identifying and embedding and notes that he does not know whether these three types include all of the full reflective subcategories of all topological spaces. In my paper I describe another type called b-embedding not mentioned in [4] and I prove that if P is a full reflective (replete) subcategory of the category of all topological spaces containing at least one non-Tx-space, then P is a subcategory of one of the above-mentioned types (Theorem 3.5). For the understanding of my paper the basic knowledge of topology according to Kelley's General topology [3] is required. Thus a topological space will be an ordered pair (A, L), where L is the family of all open subsets of the underlying set A. (If there is no danger of confusion only A will denote the topological space.) The closure of M<=A will be denoted by clMji) M=clA M=cl M; T will mean the category of all topological spaces with morphisms as continuous maps, and T0 (resp. T¿) the full subcategory of r0-spaces (resp. 7Vspaces). The top- ological product of topological spaces I„ ie//0 will be denoted by UXt(ieJ). Further I presuppose the knowledge of Kennison's paper [4]. Recall that if F is a reflector of a category A in a category B, then for Xe A ex will denote the reflection map or the front adjunction map (e Horn (X, F(X)) with the property eYf=F(f)ex for all/g Horn (X, Y).