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Abstract index notation (also referred to as slot-naming index notation) is a mathematical notation for
tensor In mathematics, a tensor is an algebraic object that describes a multilinear relationship between sets of algebraic objects related to a vector space. Tensors may map between different objects such as vectors, scalars, and even other tensor ...
s and
spinor In geometry and physics, spinors are elements of a complex vector space that can be associated with Euclidean space. Like geometric vectors and more general tensors, spinors transform linearly when the Euclidean space is subjected to a sligh ...
s that uses indices to indicate their types, rather than their components in a particular basis. The indices are mere placeholders, not related to any basis and, in particular, are non-numerical. Thus it should not be confused with the
Ricci calculus In mathematics, Ricci calculus constitutes the rules of index notation and manipulation for tensors and tensor fields on a differentiable manifold, with or without a metric tensor or connection. It is also the modern name for what used to be ...
. The notation was introduced by
Roger Penrose Sir Roger Penrose (born 8 August 1931) is an English mathematician, mathematical physicist, philosopher of science and Nobel Laureate in Physics. He is Emeritus Rouse Ball Professor of Mathematics in the University of Oxford, an emeritus f ...
as a way to use the formal aspects of the
Einstein summation convention In mathematics, especially the usage of linear algebra in Mathematical physics, Einstein notation (also known as the Einstein summation convention or Einstein summation notation) is a notational convention that implies summation over a set of ...
to compensate for the difficulty in describing
contraction Contraction may refer to: Linguistics * Contraction (grammar), a shortened word * Poetic contraction, omission of letters for poetic reasons * Elision, omission of sounds ** Syncope (phonology), omission of sounds in a word * Synalepha, merged ...
s and covariant differentiation in modern abstract tensor notation, while preserving the explicit
covariance In probability theory and statistics, covariance is a measure of the joint variability of two random variables. If the greater values of one variable mainly correspond with the greater values of the other variable, and the same holds for the le ...
of the expressions involved. Let V be a
vector space 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 ...
, and V^* its
dual space In mathematics, any vector space ''V'' has a corresponding dual vector space (or just dual space for short) consisting of all linear forms on ''V'', together with the vector space structure of pointwise addition and scalar multiplication by cons ...
. Consider, for example, an order-2 covariant tensor h \in V^*\otimes V^*. Then h can be identified with a
bilinear form In mathematics, a bilinear form is a bilinear map on a vector space (the elements of which are called '' vectors'') over a field ''K'' (the elements of which are called '' scalars''). In other words, a bilinear form is a function that is linea ...
on V. In other words, it is a function of two arguments in V which can be represented as a pair of ''slots'': : h = h(-,-). Abstract index notation is merely a ''labelling'' of the slots with Latin letters, which have no significance apart from their designation as labels of the slots (i.e., they are non-numerical): : h = h_. A
tensor contraction In multilinear algebra, a tensor contraction is an operation on a tensor that arises from the natural pairing of a finite-dimensional vector space and its dual. In components, it is expressed as a sum of products of scalar components of the tens ...
(or trace) between two tensors is represented by the repetition of an index label, where one label is contravariant (an ''upper index'' corresponding to the factor V) and one label is covariant (a ''lower index'' corresponding to the factor V^*). Thus, for instance, : ^b is the trace of a tensor t = ^c over its last two slots. This manner of representing tensor contractions by repeated indices is formally similar to the
Einstein summation convention In mathematics, especially the usage of linear algebra in Mathematical physics, Einstein notation (also known as the Einstein summation convention or Einstein summation notation) is a notational convention that implies summation over a set of ...
. However, as the indices are non-numerical, it does not imply summation: rather it corresponds to the abstract basis-independent trace operation (or
natural pairing In mathematics, a dual system, dual pair, or duality over a field \mathbb is a triple (X, Y, b) consisting of two vector spaces X and Y over \mathbb and a non- degenerate bilinear map b : X \times Y \to \mathbb. Duality theory, the study of dua ...
) between tensor factors of type V and those of type V^*.


Abstract indices and tensor spaces

A general homogeneous tensor is an element of a
tensor product In mathematics, the tensor product V \otimes W of two vector spaces and (over the same field) is a vector space to which is associated a bilinear map V\times W \to V\otimes W that maps a pair (v,w),\ v\in V, w\in W to an element of V \otime ...
of copies of V and V^*, such as :V \otimes V^* \otimes V^* \otimes V \otimes V^*. Label each factor in this tensor product with a Latin letter in a raised position for each contravariant V factor, and in a lowered position for each covariant V^* position. In this way, write the product as :V^a V_b V_c V^d V_e or, simply :_e. The last two expressions denote the same object as the first. Tensors of this type are denoted using similar notation, for example: :_e \in _e = V \otimes V^* \otimes V^* \otimes V \otimes V^*.


Contraction

In general, whenever one contravariant and one covariant factor occur in a tensor product of spaces, there is an associated ''contraction'' (or ''trace'') map. For instance, :\mathrm_ : V \otimes V^* \otimes V^* \otimes V \otimes V^* \to V^* \otimes V \otimes V^* is the trace on the first two spaces of the tensor product.\mathrm_ : V \otimes V^* \otimes V^* \otimes V \otimes V^* \to V^* \otimes V^* \otimes Vis the trace on the first and last space. These trace operations are signified on tensors by the repetition of an index. Thus the first trace map is given by :\mathrm_ : _e \mapsto _e and the second by :\mathrm_ : _e \mapsto _a.


Braiding

To any tensor product on a single vector space, there are associated braiding maps. For example, the braiding map : \tau_ : V \otimes V \rightarrow V \otimes V interchanges the two tensor factors (so that its action on simple tensors is given by \tau_ (v \otimes w) = w \otimes v). In general, the braiding maps are in one-to-one correspondence with elements of the
symmetric group In abstract algebra, the symmetric group defined over any set is the group whose elements are all the bijections from the set to itself, and whose group operation is the composition of functions. In particular, the finite symmetric group ...
, acting by permuting the tensor factors. Here, we use \tau_\sigma to denote the braiding map associated to the permutation \sigma (represented as a product of disjoint
cyclic permutation In mathematics, and in particular in group theory, a cyclic permutation (or cycle) is a permutation of the elements of some set ''X'' which maps the elements of some subset ''S'' of ''X'' to each other in a cyclic fashion, while fixing (that is, ma ...
s). Braiding maps are important in
differential geometry Differential geometry is a mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of differential calculus, integral calculus, linear algebra and mult ...
, for instance, in order to express the Bianchi identity. Here let R denote the
Riemann tensor In the mathematical field of differential geometry, the Riemann curvature tensor or Riemann–Christoffel tensor (after Bernhard Riemann and Elwin Bruno Christoffel) is the most common way used to express the curvature of Riemannian manifolds. ...
, regarded as a tensor in V^* \otimes V^* \otimes V^* \otimes V. The first Bianchi identity then asserts that :R + \tau_R + \tau_R = 0. Abstract index notation handles braiding as follows. On a particular tensor product, an ordering of the abstract indices is fixed (usually this is a
lexicographic order In mathematics, the lexicographic or lexicographical order (also known as lexical order, or dictionary order) is a generalization of the alphabetical order of the dictionaries to sequences of ordered symbols or, more generally, of elements of a ...
ing). The braid is then represented in notation by permuting the labels of the indices. Thus, for instance, with the Riemann tensor :R = ^d \in ^d = V^* \otimes V^* \otimes V^* \otimes V, the Bianchi identity becomes :^d + ^d + ^d = 0.


Antisymmetrization and symmetrization

A general tensor may be antisymmetrized or symmetrized, and there is according notation. We demonstrate the notation by example. Let's antisymmetrize the type-(0,3) tensor \omega_, where \mathrm_3 is the symmetric group on three elements. : \omega_ := \frac \sum_ (-1)^ \omega_ Similarly, we may symmetrize: : \omega_ := \frac \sum_ \omega_


See also

* Penrose graphical notation *
Einstein notation In mathematics, especially the usage of linear algebra in Mathematical physics, Einstein notation (also known as the Einstein summation convention or Einstein summation notation) is a notational convention that implies summation over a set of ...
*
Index notation In mathematics and computer programming, index notation is used to specify the elements of an array of numbers. The formalism of how indices are used varies according to the subject. In particular, there are different methods for referring to t ...
*
Tensor In mathematics, a tensor is an algebraic object that describes a multilinear relationship between sets of algebraic objects related to a vector space. Tensors may map between different objects such as vectors, scalars, and even other tensor ...
*
Antisymmetric tensor In mathematics and theoretical physics, a tensor is antisymmetric on (or with respect to) an index subset if it alternates sign (+/−) when any two indices of the subset are interchanged. section §7. The index subset must generally either be all ' ...
*
Raising and lowering indices In mathematics and mathematical physics, raising and lowering indices are operations on tensors which change their type. Raising and lowering indices are a form of index manipulation in tensor expressions. Vectors, covectors and the metric Mat ...
*
Covariance and contravariance of vectors In physics, especially in multilinear algebra and tensor analysis, covariance and contravariance describe how the quantitative description of certain geometric or physical entities changes with a change of basis. In modern mathematical notat ...


References

{{Roger Penrose Tensors Mathematical notation