Cyclic Multicategories, Multivariable Adjunctions and Mates
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New Multicategory Boosting Algorithms Based on Multicategory Fisher-Consistent Losses by Hui
The Annals of Applied Statistics 2008, Vol. 2, No. 4, 1290–1306 DOI: 10.1214/08-AOAS198 © Institute of Mathematical Statistics, 2008 NEW MULTICATEGORY BOOSTING ALGORITHMS BASED ON MULTICATEGORY FISHER-CONSISTENT LOSSES BY HUI ZOU1,JI ZHU AND TREVOR HASTIE University of Minnesota , University of Michigan and Stanford University Fisher-consistent loss functions play a fundamental role in the construc- tion of successful binary margin-based classifiers. In this paper we establish the Fisher-consistency condition for multicategory classification problems. Our approach uses the margin vector concept which can be regarded as a multicategory generalization of the binary margin. We characterize a wide class of smooth convex loss functions that are Fisher-consistent for multi- category classification. We then consider using the margin-vector-based loss functions to derive multicategory boosting algorithms. In particular, we de- rive two new multicategory boosting algorithms by using the exponential and logistic regression losses. 1. Introduction. The margin-based classifiers, including the support vector machine (SVM) [Vapnik (1996)] and boosting [Freund and Schapire (1997)], have demonstrated their excellent performances in binary classification problems. Re- cent statistical theory regards binary margin-based classifiers as regularized em- pirical risk minimizers with proper loss functions. Friedman, Hastie and Tibshi- rani (2000) showed that AdaBoost minimizes the novel exponential loss by fitting a forward stage-wise additive model. In the same spirit, Lin (2002) showed that the SVM solves a penalized hinge loss problem and the population minimizer of the hinge loss is exactly the Bayes rule, thus, the SVM directly approximates the Bayes rule without estimating the conditional class probability. -
Skew Monoidal Categories and Grothendieck's Six Operations
Skew Monoidal Categories and Grothendieck's Six Operations by Benjamin James Fuller A thesis submitted for the degree of Doctor of Philosophy. Department of Pure Mathematics School of Mathematics and Statistics The University of Sheffield March 2017 ii Abstract In this thesis, we explore several topics in the theory of monoidal and skew monoidal categories. In Chapter 3, we give definitions of dual pairs in monoidal categories, skew monoidal categories, closed skew monoidal categories and closed mon- oidal categories. In the case of monoidal and closed monoidal categories, there are multiple well-known definitions of a dual pair. We generalise these definitions to skew monoidal and closed skew monoidal categories. In Chapter 4, we introduce semidirect products of skew monoidal cat- egories. Semidirect products of groups are a well-known and well-studied algebraic construction. Semidirect products of monoids can be defined anal- ogously. We provide a categorification of this construction, for semidirect products of skew monoidal categories. We then discuss semidirect products of monoidal, closed skew monoidal and closed monoidal categories, in each case providing sufficient conditions for the semidirect product of two skew monoidal categories with the given structure to inherit the structure itself. In Chapter 5, we prove a coherence theorem for monoidal adjunctions between closed monoidal categories, a fragment of Grothendieck's `six oper- ations' formalism. iii iv Acknowledgements First and foremost, I would like to thank my supervisor, Simon Willerton, without whose help and guidance this thesis would not have been possible. I would also like to thank the various members of J14b that have come and gone over my four years at Sheffield; the friendly office environment has helped keep me sane. -
Arxiv:2001.09075V1 [Math.AG] 24 Jan 2020
A topos-theoretic view of difference algebra Ivan Tomašić Ivan Tomašić, School of Mathematical Sciences, Queen Mary Uni- versity of London, London, E1 4NS, United Kingdom E-mail address: [email protected] arXiv:2001.09075v1 [math.AG] 24 Jan 2020 2000 Mathematics Subject Classification. Primary . Secondary . Key words and phrases. difference algebra, topos theory, cohomology, enriched category Contents Introduction iv Part I. E GA 1 1. Category theory essentials 2 2. Topoi 7 3. Enriched category theory 13 4. Internal category theory 25 5. Algebraic structures in enriched categories and topoi 41 6. Topos cohomology 51 7. Enriched homological algebra 56 8. Algebraicgeometryoverabasetopos 64 9. Relative Galois theory 70 10. Cohomologyinrelativealgebraicgeometry 74 11. Group cohomology 76 Part II. σGA 87 12. Difference categories 88 13. The topos of difference sets 96 14. Generalised difference categories 111 15. Enriched difference presheaves 121 16. Difference algebra 126 17. Difference homological algebra 136 18. Difference algebraic geometry 142 19. Difference Galois theory 148 20. Cohomologyofdifferenceschemes 151 21. Cohomologyofdifferencealgebraicgroups 157 22. Comparison to literature 168 Bibliography 171 iii Introduction 0.1. The origins of difference algebra. Difference algebra can be traced back to considerations involving recurrence relations, recursively defined sequences, rudi- mentary dynamical systems, functional equations and the study of associated dif- ference equations. Let k be a commutative ring with identity, and let us write R = kN for the ring (k-algebra) of k-valued sequences, and let σ : R R be the shift endomorphism given by → σ(x0, x1,...) = (x1, x2,...). The first difference operator ∆ : R R is defined as → ∆= σ id, − and, for r N, the r-th difference operator ∆r : R R is the r-th compositional power/iterate∈ of ∆, i.e., → r r ∆r = (σ id)r = ( 1)r−iσi. -
1.Introduction Given a Class Σ of Morphisms of a Category X, We Can Construct a Cat- Egory of Fractions X[Σ−1] Where All Morphisms of Σ Are Invertible
Pre-Publicac¸´ oes˜ do Departamento de Matematica´ Universidade de Coimbra Preprint Number 15–41 A CALCULUS OF LAX FRACTIONS LURDES SOUSA Abstract: We present a notion of category of lax fractions, where lax fraction stands for a formal composition s∗f with s∗s = id and ss∗ ≤ id, and a corresponding calculus of lax fractions which generalizes the Gabriel-Zisman calculus of frac- tions. 1.Introduction Given a class Σ of morphisms of a category X, we can construct a cat- egory of fractions X[Σ−1] where all morphisms of Σ are invertible. More X X Σ−1 precisely, we can define a functor PΣ : → [ ] which takes the mor- Σ phisms of to isomorphisms, and, moreover, PΣ is universal with respect to this property. As shown in [13], if Σ admits a calculus of fractions, then the morphisms of X[Σ−1] can be expressed by equivalence classes of cospans (f,g) of morphisms of X with g ∈ Σ, which correspond to the for- mal compositions g−1f . We recall that categories of fractions are closely related to reflective sub- categories and orthogonality. In particular, if A is a full reflective subcat- egory of X, the class Σ of all morphisms inverted by the corresponding reflector functor – equivalently, the class of all morphisms with respect to which A is orthogonal – admits a left calculus of fractions; and A is, up to equivalence of categories, a category of fractions of X for Σ. In [3] we presented a Finitary Orthogonality Deduction System inspired by the left calculus of fractions, which can be looked as a generalization of the Implicational Logic of [20], see [4]. -
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. -
Abelian Categories
Abelian Categories Lemma. In an Ab-enriched category with zero object every finite product is coproduct and conversely. π1 Proof. Suppose A × B //A; B is a product. Define ι1 : A ! A × B and π2 ι2 : B ! A × B by π1ι1 = id; π2ι1 = 0; π1ι2 = 0; π2ι2 = id: It follows that ι1π1+ι2π2 = id (both sides are equal upon applying π1 and π2). To show that ι1; ι2 are a coproduct suppose given ' : A ! C; : B ! C. It φ : A × B ! C has the properties φι1 = ' and φι2 = then we must have φ = φid = φ(ι1π1 + ι2π2) = ϕπ1 + π2: Conversely, the formula ϕπ1 + π2 yields the desired map on A × B. An additive category is an Ab-enriched category with a zero object and finite products (or coproducts). In such a category, a kernel of a morphism f : A ! B is an equalizer k in the diagram k f ker(f) / A / B: 0 Dually, a cokernel of f is a coequalizer c in the diagram f c A / B / coker(f): 0 An Abelian category is an additive category such that 1. every map has a kernel and a cokernel, 2. every mono is a kernel, and every epi is a cokernel. In fact, it then follows immediatly that a mono is the kernel of its cokernel, while an epi is the cokernel of its kernel. 1 Proof of last statement. Suppose f : B ! C is epi and the cokernel of some g : A ! B. Write k : ker(f) ! B for the kernel of f. Since f ◦ g = 0 the map g¯ indicated in the diagram exists. -
Generalized Enrichment of Categories
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Elsevier - Publisher Connector Journal of Pure and Applied Algebra 168 (2002) 391–406 www.elsevier.com/locate/jpaa Generalized enrichment of categories Tom Leinster Department of Pure Mathematics and Mathematical Statistics, Centre for Mathematical Sciences, Wilberforce Road, Cambridge CB3 0WB, UK Received 1 December 1999; accepted 4 May 2001 Abstract We deÿne the phrase ‘category enriched in an fc-multicategory’ and explore some exam- ples. An fc-multicategory is a very general kind of two-dimensional structure, special cases of which are double categories, bicategories, monoidal categories and ordinary multicategories. Enrichment in an fc-multicategory extends the (more or less well-known) theories of enrichment in a monoidal category, in a bicategory, and in a multicategory. Moreover, fc-multicategories provide a natural setting for the bimodules construction, traditionally performed on suitably co- complete bicategories. Although this paper is elementary and self-contained, we also explain why, from one point of view, fc-multicategories are the natural structures in which to enrich categories. c 2001 Elsevier Science B.V. All rights reserved. MSC: 18D20; 18D05; 18D50; 18D10 A general question in category theory is: given some kind of categorical structure, what might it be enriched in? For instance, suppose we take braided monoidal cat- egories. Then the question asks: what kind of thing must V be if we are to speak sensibly of V-enriched braided monoidal categories? (The usual answer is that V must be a symmetricmonoidal category.) In another paper, [7], I have given an answer to the general question for a certain family of categorical structures (generalized multicategories). -
Master Report Conservative Extensions of Montague Semantics M2 MPRI: April-August 2017
ENS Cachan,Universite´ Paris-Saclay Master report Conservative extensions of Montague semantics M2 MPRI: April-August 2017 Supervised by Philippe de Groote, Semagramme´ team, Loria,Inria Nancy Grand Est Mathieu Huot August 21, 2017 The general context Computational linguistics is the study of linguistic phenomena from the point of view of computer science. Many approaches have been proposed to tackle the problem. The approach of compositional semantics is that the meaning of a sentence is obtained via the meaning of its subconstituents, the basic constituents being mostly the words, with possibly some extra features which may be understood as side effects from the point of view of the computer scientist, such as interaction with a context, time dependency, etc. Montague [43, 44] has been one of the major figures to this approach, but what is today known as Montague semantics lacks a modular approach. It means that a model is usually made to deal with a particular problem such as covert movement [47], intentionalisation [12,8], or temporal modifiers [18], and those models do not necessarily interact well one with another. This problem in general is an important limitation of the computational models of linguistics that have been proposed so far. De Groote [20] has proposed a model called Abstract Categorial Grammars (ACG), which subsumes many known frameworks [20, 21, 13] such as Tree Adjoining Grammars [24], Rational Transducers and Regular Grammars [20], taking its roots in the simply typed lambda calculus [6]. The research problem The problem we are interested in is finding a more unifying model, yet close to the intuition and the previous works, which would allow more modularity while remaining in the paradigm of compositional semantics. -
On the Geometric Realization of Dendroidal Sets
Fabio Trova On the Geometric Realization of Dendroidal Sets Thesis advisor: Prof. Ieke Moerdijk Leiden University MASTER ALGANT University of Padova Et tu ouvriras parfois ta fenˆetre, comme ¸ca,pour le plaisir. Et tes amis seront bien ´etonn´esde te voir rire en regardant le ciel. Alors tu leur diras: “Oui, les ´etoiles,¸came fait toujours rire!” Et ils te croiront fou. Je t’aurai jou´eun bien vilain tour. A Irene, Lorenzo e Paolo a chi ha fatto della propria vita poesia a chi della poesia ha fatto la propria vita Contents Introduction vii Motivations and main contributions........................... vii 1 Category Theory1 1.1 Categories, functors, natural transformations...................1 1.2 Adjoint functors, limits, colimits..........................4 1.3 Monads........................................7 1.4 More on categories of functors............................ 10 1.5 Monoidal Categories................................. 13 2 Simplicial Sets 19 2.1 The Simplicial Category ∆ .............................. 19 2.2 The category SSet of Simplicial Sets........................ 21 2.3 Geometric Realization................................ 23 2.4 Classifying Spaces.................................. 28 3 Multicategory Theory 29 3.1 Trees.......................................... 29 3.2 Planar Multicategories................................ 31 3.3 Symmetric multicategories.............................. 34 3.4 (co)completeness of Multicat ............................. 37 3.5 Closed monoidal structure in Multicat ....................... 40 4 Dendroidal Sets 43 4.1 The dendroidal category Ω .............................. 43 4.1.1 Algebraic definition of Ω ........................... 44 4.1.2 Operadic definition of Ω ........................... 45 4.1.3 Equivalence of the definitions........................ 46 4.1.4 Faces and degeneracies............................ 48 4.2 The category dSet of Dendroidal Sets........................ 52 4.3 Nerve of a Multicategory............................... 55 4.4 Closed Monoidal structure on dSet ........................ -
All (,1)-Toposes Have Strict Univalent Universes
All (1; 1)-toposes have strict univalent universes Mike Shulman University of San Diego HoTT 2019 Carnegie Mellon University August 13, 2019 One model is not enough A (Grothendieck{Rezk{Lurie)( 1; 1)-topos is: • The category of objects obtained by \homotopically gluing together" copies of some collection of \model objects" in specified ways. • The free cocompletion of a small (1; 1)-category preserving certain well-behaved colimits. • An accessible left exact localization of an (1; 1)-category of presheaves. They are a powerful tool for studying all kinds of \geometry" (topological, algebraic, differential, cohesive, etc.). It has long been expected that (1; 1)-toposes are models of HoTT, but coherence problems have proven difficult to overcome. Main Theorem Theorem (S.) Every (1; 1)-topos can be given the structure of a model of \Book" HoTT with strict univalent universes, closed under Σs, Πs, coproducts, and identity types. Caveats for experts: 1 Classical metatheory: ZFC with inaccessible cardinals. 2 We assume the initiality principle. 3 Only an interpretation, not an equivalence. 4 HITs also exist, but remains to show universes are closed under them. Towards killer apps Example 1 Hou{Finster{Licata{Lumsdaine formalized a proof of the Blakers{Massey theorem in HoTT. 2 Later, Rezk and Anel{Biedermann{Finster{Joyal unwound this manually into a new( 1; 1)-topos-theoretic proof, with a generalization applicable to Goodwillie calculus. 3 We can now say that the HFLL proof already implies the (1; 1)-topos-theoretic result, without manual translation. (Modulo closure under HITs.) Outline 1 Type-theoretic model toposes 2 Left exact localizations 3 Injective model structures 4 Remarks Review of model-categorical semantics We can interpret type theory in a well-behaved model category E : Type theory Model category Type Γ ` A Fibration ΓA Γ Term Γ ` a : A Section Γ ! ΓA over Γ Id-type Path object . -
Enriched Categories
Enriched Categories Ross Tate May 16, 2018 Definition (Enriched Category over a Multicategory). For a multicategory M, an M-enriched category is made of: Objects A set Ob of objects Morphisms For each A and B in Ob, an object Hom(A; B) of M Identities For each A in Ob, a nullary multimorphism idA :[] !M Hom(A; A) Compositions For each A, B, and C in Ob, a multimorphism compA;B;C : [Hom(A; B); Hom(B; C)] !M Hom(A; C) Identity With the property that comp and comp equal id aidA;idHom(A;B) A;B;C aid Hom(A;B);idB A;B;C Hom(A;B) Associativity And the property that comp equals comp acompA;B;C ;idHom(C;D) A;C;D aidHom(A;B);compB;C;D A;B;D Example. A Set-enriched category is simply a category. Ob is the set of objects of the category, and Hom(A; B) is the set of morphisms from A to B. idA is the identity morphism id A, and compA;B;C is the composition function mapping f : A ! B and g : B ! C to f ; g : A ! C. The identity and associativity requirements of Set-enriched categories are exactly the identity and associativity requirements of categories. Example. Many examples of enriched categories are enriched over a multicategory M with an obvious faithful functor to Set. In such cases, M-enriched categories can be viewed as categories whose sets of morphisms are enriched with additional M-structure, and whose identities and compositions respect that structure. -
Models of Classical Linear Logic Via Bifibrations of Polycategories
Models of Classical Linear Logic via Bifibrations of Polycategories N. Blanco and N. Zeilberger School of Computer Science University of Birmingham, UK SYCO5, September 2019 N. Blanco and N. Zeilberger ( School of ComputerModels Science of Classical University Linear of Logic Birmingham, via Bifibrations UK ) of PolycategoriesSYCO5, September 2019 1 / 27 Outline 1 Multicategories and Monoidal categories 2 Opfibration of Multicategories 3 Polycategories and Linearly Distributive Categories 4 Bifibration of polycategories N. Blanco and N. Zeilberger ( School of ComputerModels Science of Classical University Linear of Logic Birmingham, via Bifibrations UK ) of PolycategoriesSYCO5, September 2019 2 / 27 Multicategories and Monoidal categories Outline 1 Multicategories and Monoidal categories N. Blanco and N. Zeilberger ( School of ComputerModels Science of Classical University Linear of Logic Birmingham, via Bifibrations UK ) of PolycategoriesSYCO5, September 2019 3 / 27 Multicategories and Monoidal categories Tensor product of vector spaces In linear algebra: universal property C A; B A ⊗ B In category theory as a structure: a monoidal product ⊗ Universal property of tensor product needs many-to-one maps Category with many-to-one maps ) Multicategory N. Blanco and N. Zeilberger ( School of ComputerModels Science of Classical University Linear of Logic Birmingham, via Bifibrations UK ) of PolycategoriesSYCO5, September 2019 3 / 27 Multicategories and Monoidal categories Multicategory1 Definition A multicategory M has: A collection of objects Γ finite list of objects and A objects Set of multimorphisms M(Γ; A) Identities idA : A ! A f :Γ ! A g :Γ ; A; Γ ! B Composition: 1 2 g ◦i f :Γ1; Γ; Γ2 ! B With usual unitality and associativity and: interchange law: (g ◦ f1) ◦ f2 = (g ◦ f2) ◦ f1 where f1 and f2 are composed in two different inputs of g 1Tom Leinster.