Natural transformation

This article is about natural transformations in category theory. For the natural competence of bacteria to take up foreign DNA, see Transformation (genetics).

For other uses, see Transformation (mathematics) (disambiguation).

In category theory, a branch of mathematics, a natural transformation provides a way of transforming one functor into another while respecting the internal structure (i.e. the composition of morphisms) of the categories involved. Hence, a natural transformation can be considered to be a "morphism of functors". Indeed this intuition can be formalized to define so-called functor categories. Natural transformations are, after categories and functors, one of the most fundamental notions of category theory and consequently appear in the majority of its applications.

Definition

If F and G are functors between the categories C and D, then a natural transformation η from F to G is a family of morphisms that satisfy two requirements.

The natural transformation must associate to every object X in C a morphism η_X : F(X) → G(X) between objects of D. The morphism η_X is called the component of η at X.
Components must be such that for every morphism f : X → Y in C we have:

\eta_Y \circ F(f) = G(f) \circ \eta_X

The last equation can conveniently be expressed by the commutative diagram

If both F and G are contravariant, the horizontal arrows in this diagram are reversed. If η is a natural transformation from F to G, we also write η : F → G or η : F ⇒ G. This is also expressed by saying the family of morphisms η_X : F(X) → G(X) is natural in X.

If, for every object X in C, the morphism η_X is an isomorphism in D, then η is said to be a natural isomorphism (or sometimes natural equivalence or isomorphism of functors). Two functors F and G are called naturally isomorphic or simply isomorphic if there exists a natural isomorphism from F to G.

An infranatural transformation η from F to G is simply a family of morphisms η_X: F(X) → G(X). Thus a natural transformation is an infranatural transformation for which η_Y ∘ F(f) = G(f) ∘ η_X for every morphism f : X → Y. The naturalizer of η, nat(η), is the largest subcategory of C containing all the objects of C on which η restricts to a natural transformation.

Examples

Opposite group

For more details on this topic, see Opposite group.

Statements such as

"Every group is naturally isomorphic to its opposite group"

abound in modern mathematics. We will now give the precise meaning of this statement as well as its proof. Consider the category Grp of all groups with group homomorphisms as morphisms. If (G, ∗) is a group, we define its opposite group (G^op, ∗^op) as follows: G^op is the same set as G, and the operation ∗^op is defined by a ∗^op b = b ∗ a. All multiplications in G^op are thus "turned around". Forming the opposite group becomes a (covariant!) functor from Grp to Grp if we define f^op = f for any group homomorphism f: G → H. Note that f^op is indeed a group homomorphism from G^op to H^op:

f^op(a ∗^op b) = f(b ∗ a) = f(b) ∗ f(a) = f^op(a) ∗^op f^op(b).

The content of the above statement is:

"The identity functor Id_Grp : Grp → Grp is naturally isomorphic to the opposite functor ^op : Grp → Grp."

To prove this, we need to provide isomorphisms η_G : G → G^op for every group G, such that the above diagram commutes. Set η_G(a) = a⁻¹. The formulas (ab)⁻¹ = b⁻¹ a⁻¹ and (a⁻¹)⁻¹ = a show that η_G is a group homomorphism with inverse η_G^op. To prove the naturality, we start with a group homomorphism f : G → H and show η_H ∘ f = f^op ∘ η_G, i.e. (f(a))⁻¹ = f^op(a⁻¹) for all a in G. This is true since f^op = f and every group homomorphism has the property (f(a))⁻¹ = f(a⁻¹).

Double dual of a vector space

If K is a field, then for every vector space V over K we have a "natural" injective linear map V → V** from the vector space into its double dual. These maps are "natural" in the following sense: the double dual operation is a functor, and the maps are the components of a natural transformation from the identity functor to the double dual functor.

Tensor-hom adjunction

Further information: Tensor-hom adjunction and Adjoint functors

Consider the category Ab of abelian groups and group homomorphisms. For all abelian groups X, Y and Z we have a group isomorphism

Hom(X ⊗ Y, Z) → Hom(X, Hom(Y, Z)).

These isomorphisms are "natural" in the sense that they define a natural transformation between the two involved functors Ab^op × Ab^op × Ab → Ab. (Here "op" is the opposite category of Ab, not to be confused with the trivial opposite group functor on Ab!)

This is formally the tensor-hom adjunction, and is an archetypal example of a pair of adjoint functors. Natural transformations arise frequently in conjunction with adjoint functors, and indeed, adjoint functors are defined by a certain natural isomorphism. Additionally, every pair of adjoint functors comes equipped with two natural transformations (generally not isomorphisms) called the unit and counit.

Unnatural isomorphism

Example: fundamental group of torus

As an example of the distinction between the functorial statement and individual objects, consider homotopy groups of a product space, specifically the fundamental group of the torus.

The homotopy groups of a product space are naturally the product of the homotopy groups of the components, $\pi_n((X,x_0) \times (Y,y_0)) \cong \pi_n((X,x_0)) \times \pi_n((Y,y_0)),$ with the isomorphism given by projection onto the two factors, fundamentally because maps into a product space are exactly products of maps into the components – this is a functorial statement.

However, given the torus, which is abstractly a product of two circles, and thus has fundamental group isomorphic to Z², but the splitting $\pi_1(T,t_0) \approx \mathbf{Z} \times \mathbf{Z}$ is not natural. Note the use of $\approx$ , $\cong$ , and $=$ :^{[lower-alpha 1]}

\pi_1(T,t_0) \approx \pi_1(S^1,x_0) \times \pi_1(S^1,y_0) \cong \mathbf{Z} \times \mathbf{Z} = \mathbf{Z}^2.

This abstract isomorphism with a product is not natural, as some isomorphisms of T do not preserve the product: the self-homeomorphism of T (thought of as the quotient space R²/Z²) given by $\left(\begin{smallmatrix}1 & 1\\0 & 1\end{smallmatrix}\right)$ (geometrically a Dehn twist about one of the generating curves) acts as this matrix on Z² (it’s in the general linear group GL(Z, 2) of invertible integer matrices), which does not preserve the decomposition as a product because it is not diagonal. However, if one is given the torus as a product $(T,t_0) = (S^1,x_0) \times (S^1,y_0)$ – equivalently, given a decomposition of the space – then the splitting of the group follows from the general statement earlier. In categorical terms, the relevant category (preserving the structure of a product space) is "maps of product spaces, namely a pair of maps between the respective components".

Naturality is a categorical notion, and requires being very precise about exactly what data is given – the torus as a space that happens to be a product (in the category of spaces and continuous maps) is different from the torus presented as a product (in the category of products of two spaces and continuous maps between the respective components).

Example: dual of a finite-dimensional vector space

Every finite-dimensional vector space is isomorphic to its dual space, but there may be many different isomorphisms between the two spaces. There is in general no natural isomorphism between a finite-dimensional vector space and its dual space.^[1] However, related categories (with additional structure and restrictions on the maps) do have a natural isomorphism, as described below.

The dual space of a finite-dimensional vector space is again a finite-dimensional vector space of the same dimension, and these are thus isomorphic, since dimension is the only invariant of finite-dimensional vector spaces over a given field. However, in the absence of additional constraints (such as a requirement that maps preserve the chosen basis), the map from a space to its dual is not unique, and thus such an isomorphism requires a choice, and is "not natural". On the category of finite-dimensional vector spaces and linear maps, one can define an infranatural isomorphism from vector spaces to their dual by choosing an isomorphism for each space (say, by choosing a basis for every vector space and taking the corresponding isomorphism), but this will not define a natural transformation. Intuitively this is because it required a choice, rigorously because any such choice of isomorphisms will not commute with, say, the zero map; see (MacLane & Birkhoff 1999, §VI.4) for detailed discussion.

Starting from finite-dimensional vector spaces (as objects) and the identity and dual functors, one can define a natural isomorphism, but this requires first adding additional structure, then restricting the maps from "all linear maps" to "linear maps that respect this structure". Explicitly, for each vector space, require that it come with the data of an isomorphism to its dual, $\eta_V\colon V \to V^*$ . In other words, take as objects vector spaces with a nondegenerate bilinear form $b_V\colon V \times V \to K$ . This defines an infranatural isomorphism (isomorphism for each object). One then restricts the maps to only those maps $T\colon V \to U$ that commute with the isomorphisms: $T^*(\eta_{U}(T(v))) = \eta_{V}(v)$ or in other words, preserve the bilinear form: $b_{U}(T(v),T(w))=b_V(v,w)$ . (These maps define the naturalizer of the isomorphisms.) The resulting category, with objects finite-dimensional vector spaces with a nondegenerate bilinear form, and maps linear transforms that respect the bilinear form, by construction has a natural isomorphism from the identity to the dual (each space has an isomorphism to its dual, and the maps in the category are required to commute). Viewed in this light, this construction (add transforms for each object, restrict maps to commute with these) is completely general, and does not depend on any particular properties of vector spaces.

In this category (finite-dimensional vector spaces with a nondegenerate bilinear form, maps linear transforms that respect the bilinear form), the dual of a map between vector spaces can be identified as a transpose. Often for reasons of geometric interest this is specialized to a subcategory, by requiring that the nondegenerate bilinear forms have additional properties, such as being symmetric (orthogonal matrices), symmetric and positive definite (inner product space), symmetric sesquilinear (Hermitian spaces), skew-symmetric and totally isotropic (symplectic vector space), etc. – in all these categories a vector space is naturally identified with its dual, by the nondegenerate bilinear form.

Operations with natural transformations

If η : F → G and ε : G → H are natural transformations between functors F,G,H : C → D, then we can compose them to get a natural transformation εη : F → H. This is done componentwise: (εη)_X = ε_Xη_X. This "vertical composition" of natural transformation is associative and has an identity, and allows one to consider the collection of all functors C → D itself as a category (see below under Functor categories).

Natural transformations also have a "horizontal composition". If η : F → G is a natural transformation between functors F,G : C → D and ε : J → K is a natural transformation between functors J,K : D → E, then the composition of functors allows a composition of natural transformations ηε : JF → KG. This operation is also associative with identity, and the identity coincides with that for vertical composition. The two operations are related by an identity which exchanges vertical composition with horizontal composition.

If η : F → G is a natural transformation between functors F,G : C → D, and H : D → E is another functor, then we can form the natural transformation Hη : HF → HG by defining

(H \eta)_X = H \eta_X.

If on the other hand K : B → C is a functor, the natural transformation ηK : FK → GK is defined by

(\eta K)_X = \eta_{K(X)}.\,

Functor categories

Main article: Functor category

If C is any category and I is a small category, we can form the functor category C^I having as objects all functors from I to C and as morphisms the natural transformations between those functors. This forms a category since for any functor F there is an identity natural transformation 1_F : F → F (which assigns to every object X the identity morphism on F(X)) and the composition of two natural transformations (the "vertical composition" above) is again a natural transformation.

The isomorphisms in C^I are precisely the natural isomorphisms. That is, a natural transformation η : F → G is a natural isomorphism if and only if there exists a natural transformation ε : G → F such that ηε = 1_G and εη = 1_F.

The functor category C^I is especially useful if I arises from a directed graph. For instance, if I is the category of the directed graph • → •, then C^I has as objects the morphisms of C, and a morphism between φ : U → V and ψ : X → Y in C^I is a pair of morphisms f : U → X and g : V → Y in C such that the "square commutes", i.e. ψ f = g φ.

More generally, one can build the 2-category Cat whose

0-cells (objects) are the small categories,
1-cells (arrows) between two objects $C$ and $D$ are the functors from $C$ to $D$ ,
2-cells between two 1-cells (functors) $F:C\to D$ and $G:C\to D$ are the natural transformations from $F$ to $G$ .

The horizontal and vertical compositions are the compositions between natural transformations described previously. A functor category $C^I$ is then simply a hom-category in this category (smallness issues aside).

Yoneda lemma

Main article: Yoneda lemma

If X is an object of a locally small category C, then the assignment Y ↦ Hom_C(X, Y) defines a covariant functor F_X : C → Set. This functor is called representable (more generally, a representable functor is any functor naturally isomorphic to this functor for an appropriate choice of X). The natural transformations from a representable functor to an arbitrary functor F : C → Set are completely known and easy to describe; this is the content of the Yoneda lemma.

Historical notes

Saunders Mac Lane, one of the founders of category theory, is said to have remarked, "I didn't invent categories to study functors; I invented them to study natural transformations."^[2] Just as the study of groups is not complete without a study of homomorphisms, so the study of categories is not complete without the study of functors. The reason for Mac Lane's comment is that the study of functors is itself not complete without the study of natural transformations.

The context of Mac Lane's remark was the axiomatic theory of homology. Different ways of constructing homology could be shown to coincide: for example in the case of a simplicial complex the groups defined directly would be isomorphic to those of the singular theory. What cannot easily be expressed without the language of natural transformations is how homology groups are compatible with morphisms between objects, and how two equivalent homology theories not only have the same homology groups, but also the same morphisms between those groups.

Notes

↑ Zⁿ could be defined as the n-fold product of Z, or as the product of Z^n − 1 and Z, which are subtly different sets (though they can be naturally identified, which would be notated as ≅). Here we've fixed a definition, and in any case they coincide for n = 2.

References

↑ (MacLane & Birkhoff 1999, §VI.4)
↑ (Mac Lane 1998, §I.4)

Mac Lane, Saunders (1998), Categories for the Working Mathematician, Graduate Texts in Mathematics 5 (2nd ed.), Springer-Verlag, ISBN 0-387-98403-8
MacLane, Saunders; Birkhoff, Garrett (1999), Algebra (3rd ed.), AMS Chelsea Publishing, ISBN 0-8218-1646-2 .

External links

nLab, a wiki project on mathematics, physics and philosophy with emphasis on the n-categorical point of view
André Joyal, CatLab, a wiki project dedicated to the exposition of categorical mathematics
Hillman, Chris. "A Categorical Primer". CiteSeerX: 10.1.1.24.3264: Missing or empty |url= (help) formal introduction to category theory.
J. Adamek, H. Herrlich, G. Stecker, Abstract and Concrete Categories-The Joy of Cats
Stanford Encyclopedia of Philosophy: "Category Theory"—by Jean-Pierre Marquis. Extensive bibliography.
List of academic conferences on category theory
Baez, John, 1996,"The Tale of n-categories." An informal introduction to higher order categories.
WildCats is a category theory package for Mathematica. Manipulation and visualization of objects, morphisms, categories, functors, natural transformations, universal properties.
The catsters, a YouTube channel about category theory.
Category Theory at PlanetMath.org.
Video archive of recorded talks relevant to categories, logic and the foundations of physics.
Interactive Web page which generates examples of categorical constructions in the category of finite sets.

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