Representation (mathematics)
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a representation is a very general relationship that expresses similarities (or equivalences) between mathematical objects or structures. Roughly speaking, a collection ''Y'' of mathematical objects may be said to ''represent'' another collection ''X'' of objects, provided that the properties and relationships existing among the representing objects ''yi'' conform, in some consistent way, to those existing among the corresponding represented objects ''xi''. More specifically, given a set ''Π'' of properties and relations, a ''Π''-representation of some structure ''X'' is a structure ''Y'' that is the image of ''X'' under a
homomorphism In algebra, a homomorphism is a morphism, structure-preserving map (mathematics), map between two algebraic structures of the same type (such as two group (mathematics), groups, two ring (mathematics), rings, or two vector spaces). The word ''homo ...
that preserves ''Π''. The label ''representation'' is sometimes also applied to the homomorphism itself (such as
group homomorphism In mathematics, given two groups, (''G'', ∗) and (''H'', ·), a group homomorphism from (''G'', ∗) to (''H'', ·) is a function ''h'' : ''G'' → ''H'' such that for all ''u'' and ''v'' in ''G'' it holds that : h(u*v) = h(u) \cdot h(v) w ...
in
group theory In abstract algebra, group theory studies the algebraic structures known as groups. The concept of a group is central to abstract algebra: other well-known algebraic structures, such as rings, fields, and vector spaces, can all be seen ...
).


Representation theory

Perhaps the most well-developed example of this general notion is the subfield of
abstract algebra In mathematics, more specifically algebra, abstract algebra or modern algebra is the study of algebraic structures. Algebraic structures include groups, rings, fields, modules, vector spaces, lattices, and algebras over a field. The ter ...
called
representation theory Representation theory is a branch of mathematics that studies abstract algebraic structures by ''representing'' their elements as linear transformations of vector spaces, and studies modules over these abstract algebraic structures. In essen ...
, which studies the representing of elements of
algebraic structures In mathematics, an algebraic structure consists of a nonempty set ''A'' (called the underlying set, carrier set or domain), a collection of operations on ''A'' (typically binary operations such as addition and multiplication), and a finite set of ...
by linear transformations of
vector spaces In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called ''vectors'', may be added together and multiplied ("scaled") by numbers called ''scalars''. Scalars are often real numbers, but can ...
.


Other examples

Although the term ''representation theory'' is well established in the algebraic sense discussed above, there are many other uses of the term ''representation'' throughout mathematics.


Graph theory

An active area of
graph theory In mathematics, graph theory is the study of '' graphs'', which are mathematical structures used to model pairwise relations between objects. A graph in this context is made up of '' vertices'' (also called ''nodes'' or ''points'') which are conn ...
is the exploration of isomorphisms between graphs and other structures. A key class of such problems stems from the fact that, like adjacency in
undirected graph In discrete mathematics, and more specifically in graph theory, a graph is a structure amounting to a set of objects in which some pairs of the objects are in some sense "related". The objects correspond to mathematical abstractions called '' ve ...
s,
intersection In mathematics, the intersection of two or more objects is another object consisting of everything that is contained in all of the objects simultaneously. For example, in Euclidean geometry, when two lines in a plane are not parallel, thei ...
of sets (or, more precisely, non-disjointness) is a
symmetric relation A symmetric relation is a type of binary relation. An example is the relation "is equal to", because if ''a'' = ''b'' is true then ''b'' = ''a'' is also true. Formally, a binary relation ''R'' over a set ''X'' is symmetric if: :\forall a, b \in X ...
. This gives rise to the study of
intersection graph In graph theory, an intersection graph is a graph that represents the pattern of intersections of a family of sets. Any graph can be represented as an intersection graph, but some important special classes of graphs can be defined by the types o ...
s for innumerable families of sets. One foundational result here, due to
Paul Erdős Paul Erdős ( hu, Erdős Pál ; 26 March 1913 – 20 September 1996) was a Hungarian mathematician. He was one of the most prolific mathematicians and producers of mathematical conjectures of the 20th century. pursued and proposed problems in ...
and his colleagues, is that every ''n''-
vertex Vertex, vertices or vertexes may refer to: Science and technology Mathematics and computer science *Vertex (geometry), a point where two or more curves, lines, or edges meet *Vertex (computer graphics), a data structure that describes the position ...
graph may be represented in terms of intersection among
subsets In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset o ...
of a set of size no more than ''n''2/4. Representing a graph by such algebraic structures as its
adjacency matrix In graph theory and computer science, an adjacency matrix is a square matrix used to represent a finite graph. The elements of the matrix indicate whether pairs of vertices are adjacent or not in the graph. In the special case of a finite simp ...
and
Laplacian matrix In the mathematical field of graph theory, the Laplacian matrix, also called the graph Laplacian, admittance matrix, Kirchhoff matrix or discrete Laplacian, is a matrix representation of a graph. Named after Pierre-Simon Laplace, the graph La ...
gives rise to the field of
spectral graph theory In mathematics, spectral graph theory is the study of the properties of a graph in relationship to the characteristic polynomial, eigenvalues, and eigenvectors of matrices associated with the graph, such as its adjacency matrix or Laplacian matri ...
.


Order theory

Dual to the observation above that every graph is an intersection graph is the fact that every
partially ordered set In mathematics, especially order theory, a partially ordered set (also poset) formalizes and generalizes the intuitive concept of an ordering, sequencing, or arrangement of the elements of a set. A poset consists of a set together with a binary ...
(also known as poset) is isomorphic to a collection of sets ordered by the inclusion (or containment) relation ⊆. Some posets that arise as the
inclusion order In the mathematical field of order theory, an inclusion order is the partial order that arises as the subset-inclusion relation on some collection of objects. In a simple way, every poset ''P'' = (''X'',≤) is ( isomorphic to) an inclusion or ...
s for natural classes of objects include the
Boolean lattice In abstract algebra, a Boolean algebra or Boolean lattice is a complemented distributive lattice. This type of algebraic structure captures essential properties of both set operations and logic operations. A Boolean algebra can be seen as a ge ...
s and the orders of dimension ''n''. Many partial orders arise from (and thus can be represented by) collections of
geometric Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is ca ...
objects. Among them are the ''n''-ball orders. The 1-ball orders are the interval-containment orders, and the 2-ball orders are the so-called ''circle orders''—the posets representable in terms of containment among disks in the plane. A particularly nice result in this field is the characterization of the
planar graph In graph theory, a planar graph is a graph that can be embedded in the plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. In other words, it can be drawn in such a way that no edges cro ...
s, as those graphs whose vertex-edge incidence relations are circle orders. There are also geometric representations that are not based on inclusion. Indeed, one of the best studied classes among these are the interval orders, which represent the partial order in terms of what might be called ''disjoint precedence'' of intervals on the
real line In elementary mathematics, a number line is a picture of a graduated straight line that serves as visual representation of the real numbers. Every point of a number line is assumed to correspond to a real number, and every real number to a po ...
: each element ''x'' of the poset is represented by an interval 'x''1, ''x''2 such that for any ''y'' and ''z'' in the poset, ''y'' is below ''z'' if and only if ''y''2 < ''z''1.


Logic

In
logic Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from prem ...
, the representability of
algebras In mathematics, an algebra over a field (often simply called an algebra) is a vector space equipped with a bilinear product. Thus, an algebra is an algebraic structure consisting of a set together with operations of multiplication and addition ...
as
relational structure In universal algebra and in model theory, a structure consists of a set along with a collection of finitary operations and relations that are defined on it. Universal algebra studies structures that generalize the algebraic structures such as ...
s is often used to prove the equivalence of
algebraic Algebraic may refer to any subject related to algebra in mathematics and related branches like algebraic number theory and algebraic topology. The word algebra itself has several meanings. Algebraic may also refer to: * Algebraic data type, a data ...
and
relational semantics Kripke semantics (also known as relational semantics or frame semantics, and often confused with possible world semantics) is a formal semantics for non-classical logic systems created in the late 1950s and early 1960s by Saul Kripke and André Jo ...
. Examples of this include Stone's representation of
Boolean algebra In mathematics and mathematical logic, Boolean algebra is a branch of algebra. It differs from elementary algebra in two ways. First, the values of the variables are the truth values ''true'' and ''false'', usually denoted 1 and 0, whereas i ...
s as fields of sets, Esakia's representation of
Heyting algebra In mathematics, a Heyting algebra (also known as pseudo-Boolean algebra) is a bounded lattice (with join and meet operations written ∨ and ∧ and with least element 0 and greatest element 1) equipped with a binary operation ''a'' → ''b'' of '' ...
s as Heyting algebras of sets, and the study of representable
relation algebra In mathematics and abstract algebra, a relation algebra is a residuated Boolean algebra expanded with an involution called converse, a unary operation. The motivating example of a relation algebra is the algebra 2''X''² of all binary relations ...
s and representable
cylindric algebra In mathematics, the notion of cylindric algebra, invented by Alfred Tarski, arises naturally in the algebraization of first-order logic with equality. This is comparable to the role Boolean algebras play for propositional logic. Cylindric algebr ...
s.


Polysemy

Under certain circumstances, a single function ''f'' : ''X'' → ''Y'' is at once an isomorphism from several mathematical structures on ''X''. Since each of those structures may be thought of, intuitively, as a meaning of the image ''Y'' (one of the things that ''Y'' is trying to tell us), this phenomenon is called polysemy—a term borrowed from linguistics. Some examples of polysemy include: * intersection polysemy—pairs of graphs ''G''1 and ''G''2 on a common vertex set ''V'' that can be simultaneously represented by a single collection of sets ''Sv'', such that any distinct vertices ''u'' and ''w'' in ''V'' are adjacent in ''G''1, if and only if their corresponding sets intersect ( ''Su'' ∩ ''Sw'' ≠ Ø ), and are adjacent in ''G''2 if and only if the complements do ( ''Su''C ∩ ''Sw''C ≠ Ø ). * competition polysemy—motivated by the study of
ecological Ecology () is the study of the relationships between living organisms, including humans, and their physical environment. Ecology considers organisms at the individual, population, community, ecosystem, and biosphere level. Ecology overlaps wi ...
food web A food web is the natural interconnection of food chains and a graphical representation of what-eats-what in an ecological community. Another name for food web is consumer-resource system. Ecologists can broadly lump all life forms into one o ...
s, in which pairs of species may have prey in common or have predators in common. A pair of graphs ''G''1 and ''G''2 on one vertex set is competition polysemic, if and only if there exists a single
directed graph In mathematics, and more specifically in graph theory, a directed graph (or digraph) is a graph that is made up of a set of vertices connected by directed edges, often called arcs. Definition In formal terms, a directed graph is an ordered pa ...
''D'' on the same vertex set, such that any distinct vertices ''u'' and ''v'' are adjacent in ''G''1, if and only if there is a vertex ''w'' such that both ''uw'' and ''vw'' are arcs in ''D'', and are adjacent in ''G''2, if and only if there is a vertex ''w'' such that both ''wu'' and ''wv'' are arcs in ''D''. * interval polysemy—pairs of posets ''P''1 and ''P''2 on a common ground set that can be simultaneously represented by a single collection of real intervals, that is an interval-order representation of ''P''1 and an interval-containment representation of ''P''2.


See also

*
Group representation In the mathematical field of representation theory, group representations describe abstract groups in terms of bijective linear transformations of a vector space to itself (i.e. vector space automorphisms); in particular, they can be used ...
* Representation theorems *
Model theory In mathematical logic, model theory is the study of the relationship between theory (mathematical logic), formal theories (a collection of Sentence (mathematical logic), sentences in a formal language expressing statements about a Structure (math ...


References

{{Reflist Mathematical relations