In mathematics, a Clifford algebra is an algebra generated by a vector space with a quadratic form, and is a unital associative algebra. As K-algebras, they generalize the real numbers, complex numbers, quaternions and several other hypercomplex number systems.^{[1]}^{[2]} The theory of Clifford algebras is intimately connected with the theory of quadratic forms and orthogonal transformations. Clifford algebras have important applications in a variety of fields including geometry, theoretical physics and digital image processing. They are named after the English mathematician William Kingdon Clifford.
The most familiar Clifford algebras, the orthogonal Clifford algebras, are also referred to as (pseudo-)Riemannian Clifford algebras, as distinct from symplectic Clifford algebras.^{[3]}
A Clifford algebra is a unital associative algebra that contains and is generated by a vector space V over a field K, where V is equipped with a quadratic form . The Clifford algebra is the "freest" algebra generated by V subject to the condition^{[4]}
where the product on the left is that of the algebra, and the 1 is its multiplicative identity. The idea of being the "freest" or "most general" algebra subject to this identity can be formally expressed through the notion of a universal property, as done below.
Where V is a finite-dimensional real vector space and Q is nondegenerate, may be identified by the label Cl_{p,q}(R), indicating that V has an orthogonal basis with p elements with , q with , and where R indicates that this is a Clifford algebra over the reals; i.e. coefficients of elements of the algebra are real numbers.
The free algebra generated by V may be written as the tensor algebra , that is, the sum of the tensor product of n copies of V over all n, and so a Clifford algebra would be the quotient of this tensor algebra by the two-sided ideal generated by elements of the form for all elements . The product induced by the tensor product in the quotient algebra is written using juxtaposition (e.g. uv). Its associativity follows from the associativity of the tensor product.
The Clifford algebra has a distinguished subspace V, being the image of the embedding map. Such a subspace cannot in general be uniquely determined given only a K-algebra isomorphic to the Clifford algebra.
If the characteristic of the ground field K is not 2, then one can rewrite this fundamental identity in the form
where
is the symmetric bilinear form associated with Q, via the polarization identity.
Quadratic forms and Clifford algebras in characteristic 2 form an exceptional case. In particular, if it is not true that a quadratic form uniquely determines a symmetric bilinear form satisfying , nor that every quadratic form admits an orthogonal basis. Many of the statements in this article include the condition that the characteristic is not 2, and are false if this condition is removed.
Clifford algebras are closely related to exterior algebras. Indeed, if then the Clifford algebra is just the exterior algebra ?(V). For nonzero Q there exists a canonical linear isomorphism between ?(V) and whenever the ground field K does not have characteristic two. That is, they are naturally isomorphic as vector spaces, but with different multiplications (in the case of characteristic two, they are still isomorphic as vector spaces, just not naturally). Clifford multiplication together with the distinguished subspace is strictly richer than the exterior product since it makes use of the extra information provided by Q.
The Clifford algebra is a filtered algebra, the associated graded algebra is the exterior algebra.
More precisely, Clifford algebras may be thought of as quantizations (cf. quantum group) of the exterior algebra, in the same way that the Weyl algebra is a quantization of the symmetric algebra.
Weyl algebras and Clifford algebras admit a further structure of a *-algebra, and can be unified as even and odd terms of a superalgebra, as discussed in CCR and CAR algebras.
Let V be a vector space over a field K, and let be a quadratic form on V. In most cases of interest the field K is either the field of real numbers R, or the field of complex numbers C, or a finite field.
A Clifford algebra is a pair ,^{[5]}^{[6]} where A is a unital associative algebra over K and i is a linear map satisfying for all v in V, defined by the following universal property: given any unital associative algebra A over K and any linear map such that
(where 1_{A} denotes the multiplicative identity of A), there is a unique algebra homomorphism such that the following diagram commutes (i.e. such that ):
The quadratic form Q may be replaced by a (not necessarily symmetric) bilinear form that has the property , in which case an equivalent requirement on j is
When the characteristic of the field is not 2, the first requirement may be omitted as it is implied by the second and the bilinear form may be restricted to being symmetric without loss of generality.
A Clifford algebra as described above always exists and can be constructed as follows: start with the most general algebra that contains V, namely the tensor algebra T(V), and then enforce the fundamental identity by taking a suitable quotient. In our case we want to take the two-sided ideal I_{Q} in T(V) generated by all elements of the form
and define as the quotient algebra
The ring product inherited by this quotient is sometimes referred to as the Clifford product^{[7]} to distinguish it from the exterior product and the scalar product.
It is then straightforward to show that contains V and satisfies the above universal property, so that Cl is unique up to a unique isomorphism; thus one speaks of "the" Clifford algebra . It also follows from this construction that i is injective. One usually drops the i and considers V as a linear subspace of .
The universal characterization of the Clifford algebra shows that the construction of is functorial in nature. Namely, Cl can be considered as a functor from the category of vector spaces with quadratic forms (whose morphisms are linear maps preserving the quadratic form) to the category of associative algebras. The universal property guarantees that linear maps between vector spaces (preserving the quadratic form) extend uniquely to algebra homomorphisms between the associated Clifford algebras.
Since V comes equipped with a quadratic form Q, in characteristic not equal to 2 there exist bases for V that are orthogonal. An orthogonal basis is one such that for a symmetric bilinear form
The fundamental Clifford identity implies that for an orthogonal basis
This makes manipulation of orthogonal basis vectors quite simple. Given a product of distinct orthogonal basis vectors of V, one can put them into a standard order while including an overall sign determined by the number of pairwise swaps needed to do so (i.e. the signature of the ordering permutation).
If the dimension of V over K is n and is an orthogonal basis of , then is free over K with a basis
The empty product is defined as the multiplicative identity element. For each value of k there are n choose k basis elements, so the total dimension of the Clifford algebra is
The most important Clifford algebras are those over real and complex vector spaces equipped with nondegenerate quadratic forms.
Each of the algebras Cl_{p,q}(R) and Cl_{n}(C) is isomorphic to A or , where A is a full matrix ring with entries from R, C, or H. For a complete classification of these algebras see classification of Clifford algebras.
Real Clifford algebras are also sometimes referred to as geometric algebras.
Every nondegenerate quadratic form on a finite-dimensional real vector space is equivalent to the standard diagonal form:
where is the dimension of the vector space. The pair of integers is called the signature of the quadratic form. The real vector space with this quadratic form is often denoted R^{p,q}. The Clifford algebra on R^{p,q} is denoted Cl_{p,q}(R). The symbol Cl_{n}(R) means either Cl_{n,0}(R) or Cl_{0,n}(R) depending on whether the author prefers positive-definite or negative-definite spaces.
A standard basis for R^{p,q} consists of mutually orthogonal vectors, p of which square to +1 and q of which square to -1. Of such a basis, the algebra Cl_{p,q}(R) will therefore have p vectors that square to +1 and q vectors that square to -1.
A few low-dimensional cases are:
One can also study Clifford algebras on complex vector spaces. Every nondegenerate quadratic form on a complex vector space of dimension n is equivalent to the standard diagonal form
Thus, for each dimension n, up to isomorphism there is only one Clifford algebra of a complex vector space with a nondegenerate quadratic form. We will denote the Clifford algebra on C^{n} with the standard quadratic form by Cl_{n}(C).
For the first few cases one finds that
where denotes the algebra of matrices over C.
In this section, Hamilton's quaternions are constructed as the even sub algebra of the Clifford algebra Cl_{0,3}(R).
Let the vector space V be real three-dimensional space R^{3}, and the quadratic form Q be the negative of the usual Euclidean metric. Then, for v, w in R^{3} we have the bilinear form (or scalar product)
Now introduce the Clifford product of vectors v and w given by
This formulation uses the negative sign so the correspondence with quaternions is easily shown.
Denote a set of orthogonal unit vectors of R^{3} as e_{1}, e_{2}, and e_{3}, then the Clifford product yields the relations
and
The general element of the Clifford algebra Cl_{0,3}(R) is given by
The linear combination of the even degree elements of Cl_{0,3}(R) defines the even subalgebra Cl^{[0]}
_{0,3}(R) with the general element
The basis elements can be identified with the quaternion basis elements i, j, k as
which shows that the even subalgebra Cl^{[0]}
_{0,3}(R) is Hamilton's real quaternion algebra.
To see this, compute
and
Finally,
In this section, dual quaternions are constructed as the even Clifford algebra of real four-dimensional space with a degenerate quadratic form.^{[8]}^{[9]}
Let the vector space V be real four-dimensional space R^{4}, and let the quadratic form Q be a degenerate form derived from the Euclidean metric on R^{3}. For v, w in R^{4} introduce the degenerate bilinear form
This degenerate scalar product projects distance measurements in R^{4} onto the R^{3} hyperplane.
The Clifford product of vectors v and w is given by
Note the negative sign is introduced to simplify the correspondence with quaternions.
Denote a set of mutually orthogonal unit vectors of R^{4} as e_{1}, e_{2}, e_{3} and e_{4}, then the Clifford product yields the relations
and
The general element of the Clifford algebra has 16 components. The linear combination of the even degree elements defines the even subalgebra with the general element
The basis elements can be identified with the quaternion basis elements i, j, k and the dual unit ? as
This provides the correspondence of Cl^{[0]}
_{0,3,1}(R) with dual quaternion algebra.
To see this, compute
and
The exchanges of e_{1} and e_{4} alternate signs an even number of times, and show the dual unit ? commutes with the quaternion basis elements i, j, and k.
Let K be any field of characteristic not 2.
For , if Q has diagonalization diag(a), that is there is a non-zero vector x such that , then is algebra-isomorphic to a K-algebra generated by an element x satisfying , the quadratic algebra .
In particular, if (that is, Q is the zero quadratic form) then is algebra-isomorphic to the dual numbers algebra over K.
If a is a non-zero square in K, then .
Otherwise, is isomorphic to the quadratic field extension K of K.
For , if Q has diagonalization with non-zero a and b (which always exists if Q is non-degenerate), then is isomorphic to a K-algebra generated by elements x and y satisfying , and .
Thus is isomorphic to the (generalized) quaternion algebra . We retrieve Hamilton's quaternions when , since .
As a special case, if some x in V satisfies , then .
Given a vector space V one can construct the exterior algebra ?(V), whose definition is independent of any quadratic form on V. It turns out that if K does not have characteristic 2 then there is a natural isomorphism between ?(V) and considered as vector spaces (and there exists an isomorphism in characteristic two, which may not be natural). This is an algebra isomorphism if and only if . One can thus consider the Clifford algebra as an enrichment (or more precisely, a quantization, cf. the Introduction) of the exterior algebra on V with a multiplication that depends on Q (one can still define the exterior product independently of Q).
The easiest way to establish the isomorphism is to choose an orthogonal basis for V and extend it to a basis for as described above. The map is determined by
Note that this only works if the basis is orthogonal. One can show that this map is independent of the choice of orthogonal basis and so gives a natural isomorphism.
If the characteristic of K is 0, one can also establish the isomorphism by antisymmetrizing. Define functions by
where the sum is taken over the symmetric group on k elements, S_{k}. Since f_{k} is alternating it induces a unique linear map . The direct sum of these maps gives a linear map between ?(V) and . This map can be shown to be a linear isomorphism, and it is natural.
A more sophisticated way to view the relationship is to construct a filtration on . Recall that the tensor algebra T(V) has a natural filtration: , where F^{k} contains sums of tensors with order . Projecting this down to the Clifford algebra gives a filtration on . The associated graded algebra
is naturally isomorphic to the exterior algebra ?(V). Since the associated graded algebra of a filtered algebra is always isomorphic to the filtered algebra as filtered vector spaces (by choosing complements of F^{k} in F^{k+1} for all k), this provides an isomorphism (although not a natural one) in any characteristic, even two.
In the following, assume that the characteristic is not 2.^{[10]}
Clifford algebras are Z_{2}-graded algebras (also known as superalgebras). Indeed, the linear map on V defined by (reflection through the origin) preserves the quadratic form Q and so by the universal property of Clifford algebras extends to an algebra automorphism
Since ? is an involution (i.e. it squares to the identity) one can decompose into positive and negative eigenspaces of ?
where
Since ? is an automorphism it follows that:
where the bracketed superscripts are read modulo 2. This gives the structure of a Z_{2}-graded algebra. The subspace forms a subalgebra of , called the even subalgebra. The subspace is called the odd part of (it is not a subalgebra). This Z_{2}-grading plays an important role in the analysis and application of Clifford algebras. The automorphism ? is called the main involution or grade involution. Elements that are pure in this Z_{2}-grading are simply said to be even or odd.
Remark. In characteristic not 2 the underlying vector space of inherits an N-grading and a Z-grading from the canonical isomorphism with the underlying vector space of the exterior algebra ?(V).^{[11]} It is important to note, however, that this is a vector space grading only. That is, Clifford multiplication does not respect the N-grading or Z-grading, only the Z_{2}-grading: for instance if , then , but , not in . Happily, the gradings are related in the natural way: . Further, the Clifford algebra is Z-filtered:
The degree of a Clifford number usually refers to the degree in the N-grading.
The even subalgebra of a Clifford algebra is itself isomorphic to a Clifford algebra.^{[12]}^{[13]} If V is the orthogonal direct sum of a vector a of nonzero norm Q(a) and a subspace U, then is isomorphic to , where -Q(a)Q is the form Q restricted to U and multiplied by -Q(a). In particular over the reals this implies that:
In the negative-definite case this gives an inclusion , which extends the sequence
Likewise, in the complex case, one can show that the even subalgebra of Cl_{n}(C) is isomorphic to Cl_{n-1}(C).
In addition to the automorphism ?, there are two antiautomorphisms that play an important role in the analysis of Clifford algebras. Recall that the tensor algebra T(V) comes with an antiautomorphism that reverses the order in all products of vectors:
Since the ideal I_{Q} is invariant under this reversal, this operation descends to an antiautomorphism of called the transpose or reversal operation, denoted by x^{t}. The transpose is an antiautomorphism: . The transpose operation makes no use of the Z_{2}-grading so we define a second antiautomorphism by composing ? and the transpose. We call this operation Clifford conjugation denoted
Of the two antiautomorphisms, the transpose is the more fundamental.^{[14]}
Note that all of these operations are involutions. One can show that they act as ±1 on elements which are pure in the Z-grading. In fact, all three operations depend only on the degree modulo 4. That is, if x is pure with degree k then
where the signs are given by the following table:
k mod 4 | 0 | 1 | 2 | 3 | ... |
---|---|---|---|---|---|
+ | - | + | - | (-1)^{k} | |
+ | + | - | - | (-1)^{k(k - 1)/2} | |
+ | - | - | + | (-1)^{k(k + 1)/2} |
When the characteristic is not 2, the quadratic form Q on V can be extended to a quadratic form on all of (which we also denoted by Q). A basis-independent definition of one such extension is
where ?a?_{0} denotes the scalar part of a (the degree 0 part in the Z-grading). One can show that
where the v_{i} are elements of V - this identity is not true for arbitrary elements of .
The associated symmetric bilinear form on is given by
One can check that this reduces to the original bilinear form when restricted to V. The bilinear form on all of is nondegenerate if and only if it is nondegenerate on V.
The operator of left (respectively right) Clifford multiplication by the transpose a^{t} of an element a is the adjoint of left (respectively right) Clifford multiplication by a with respect to this inner product. That is,
and
In this section we assume that characteristic is not 2, the vector space V is finite-dimensional and that the associated symmetric bilinear form of Q is non-singular. A central simple algebra over K is a matrix algebra over a (finite-dimensional) division algebra with center K. For example, the central simple algebras over the reals are matrix algebras over either the reals or the quaternions.
The structure of Clifford algebras can be worked out explicitly using the following result. Suppose that U has even dimension and a non-singular bilinear form with discriminant d, and suppose that V is another vector space with a quadratic form. The Clifford algebra of is isomorphic to the tensor product of the Clifford algebras of U and (-1)^{dim(U)/2}dV, which is the space V with its quadratic form multiplied by (-1)^{dim(U)/2}d. Over the reals, this implies in particular that
These formulas can be used to find the structure of all real Clifford algebras and all complex Clifford algebras; see the classification of Clifford algebras.
Notably, the Morita equivalence class of a Clifford algebra (its representation theory: the equivalence class of the category of modules over it) depends only on the signature . This is an algebraic form of Bott periodicity.
The class of Lipschitz groups (a.k.a.^{[15]} Clifford groups or Clifford-Lipschitz groups) was discovered by Rudolf Lipschitz.^{[16]}
In this section we assume that V is finite-dimensional and the quadratic form Q is nondegenerate.
An action on the elements of a Clifford algebra by its group of units may be defined in terms of a twisted conjugation: twisted conjugation by x maps , where ? is the main involution defined above.
The Lipschitz group ? is defined to be the set of invertible elements x that stabilize the set of vectors under this action,^{[17]} meaning that for all v in V we have:
This formula also defines an action of the Lipschitz group on the vector space V that preserves the quadratic form Q, and so gives a homomorphism from the Lipschitz group to the orthogonal group. The Lipschitz group contains all elements r of V for which Q(r) is invertible in K, and these act on V by the corresponding reflections that take v to . (In characteristic 2 these are called orthogonal transvections rather than reflections.)
If V is a finite-dimensional real vector space with a non-degenerate quadratic form then the Lipschitz group maps onto the orthogonal group of V with respect to the form (by the Cartan-Dieudonné theorem) and the kernel consists of the nonzero elements of the field K. This leads to exact sequences
Over other fields or with indefinite forms, the map is not in general onto, and the failure is captured by the spinor norm.
In arbitrary characteristic, the spinor norm Q is defined on the Lipschitz group by
It is a homomorphism from the Lipschitz group to the group K^{×} of non-zero elements of K. It coincides with the quadratic form Q of V when V is identified with a subspace of the Clifford algebra. Several authors define the spinor norm slightly differently, so that it differs from the one here by a factor of -1, 2, or -2 on ?^{1}. The difference is not very important in characteristic other than 2.
The nonzero elements of K have spinor norm in the group (K^{×})^{2} of squares of nonzero elements of the field K. So when V is finite-dimensional and non-singular we get an induced map from the orthogonal group of V to the group K^{×}/(K^{×})^{2}, also called the spinor norm. The spinor norm of the reflection about r^{?}, for any vector r, has image Q(r) in K^{×}/(K^{×})^{2}, and this property uniquely defines it on the orthogonal group. This gives exact sequences:
Note that in characteristic 2 the group {±1} has just one element.
From the point of view of Galois cohomology of algebraic groups, the spinor norm is a connecting homomorphism on cohomology. Writing ?_{2} for the algebraic group of square roots of 1 (over a field of characteristic not 2 it is roughly the same as a two-element group with trivial Galois action), the short exact sequence
yields a long exact sequence on cohomology, which begins
The 0th Galois cohomology group of an algebraic group with coefficients in K is just the group of K-valued points: , and , which recovers the previous sequence
where the spinor norm is the connecting homomorphism .
In this section we assume that V is finite-dimensional and its bilinear form is non-singular. (If K has characteristic 2 this implies that the dimension of V is even.)
The Pin group Pin_{V}(K) is the subgroup of the Lipschitz group ? of elements of spinor norm 1, and similarly the Spin group Spin_{V}(K) is the subgroup of elements of Dickson invariant 0 in Pin_{V}(K). When the characteristic is not 2, these are the elements of determinant 1. The Spin group usually has index 2 in the Pin group.
Recall from the previous section that there is a homomorphism from the Clifford group onto the orthogonal group. We define the special orthogonal group to be the image of ?^{0}. If K does not have characteristic 2 this is just the group of elements of the orthogonal group of determinant 1. If K does have characteristic 2, then all elements of the orthogonal group have determinant 1, and the special orthogonal group is the set of elements of Dickson invariant 0.
There is a homomorphism from the Pin group to the orthogonal group. The image consists of the elements of spinor norm . The kernel consists of the elements +1 and -1, and has order 2 unless K has characteristic 2. Similarly there is a homomorphism from the Spin group to the special orthogonal group of V.
In the common case when V is a positive or negative definite space over the reals, the spin group maps onto the special orthogonal group, and is simply connected when V has dimension at least 3. Further the kernel of this homomorphism consists of 1 and -1. So in this case the spin group, Spin(n), is a double cover of SO(n). Please note, however, that the simple connectedness of the spin group is not true in general: if V is R^{p,q} for p and q both at least 2 then the spin group is not simply connected. In this case the algebraic group Spin_{p,q} is simply connected as an algebraic group, even though its group of real valued points Spin_{p,q}(R) is not simply connected. This is a rather subtle point, which completely confused the authors of at least one standard book about spin groups.^{[which?]}
Clifford algebras Cl_{p,q}(C), with even, are matrix algebras which have a complex representation of dimension 2^{n}. By restricting to the group Pin_{p,q}(R) we get a complex representation of the Pin group of the same dimension, called the spin representation. If we restrict this to the spin group Spin_{p,q}(R) then it splits as the sum of two half spin representations (or Weyl representations) of dimension 2^{n-1}.
If is odd then the Clifford algebra Cl_{p,q}(C) is a sum of two matrix algebras, each of which has a representation of dimension 2^{n}, and these are also both representations of the Pin group Pin_{p,q}(R). On restriction to the spin group Spin_{p,q}(R) these become isomorphic, so the spin group has a complex spinor representation of dimension 2^{n}.
More generally, spinor groups and pin groups over any field have similar representations whose exact structure depends on the structure of the corresponding Clifford algebras: whenever a Clifford algebra has a factor that is a matrix algebra over some division algebra, we get a corresponding representation of the pin and spin groups over that division algebra. For examples over the reals see the article on spinors.
To describe the real spin representations, one must know how the spin group sits inside its Clifford algebra. The Pin group, Pin_{p,q} is the set of invertible elements in Cl_{p,q} that can be written as a product of unit vectors:
Comparing with the above concrete realizations of the Clifford algebras, the Pin group corresponds to the products of arbitrarily many reflections: it is a cover of the full orthogonal group . The Spin group consists of those elements of Pin_{p, q} which are products of an even number of unit vectors. Thus by the Cartan-Dieudonné theorem Spin is a cover of the group of proper rotations .
Let be the automorphism which is given by the mapping acting on pure vectors. Then in particular, Spin_{p,q} is the subgroup of Pin_{p,q} whose elements are fixed by ?. Let
(These are precisely the elements of even degree in Cl_{p,q}.) Then the spin group lies within Cl^{[0]}
_{p,q}.
The irreducible representations of Cl_{p,q} restrict to give representations of the pin group. Conversely, since the pin group is generated by unit vectors, all of its irreducible representation are induced in this manner. Thus the two representations coincide. For the same reasons, the irreducible representations of the spin coincide with the irreducible representations of Cl^{[0]}
_{p,q}.
To classify the pin representations, one need only appeal to the classification of Clifford algebras. To find the spin representations (which are representations of the even subalgebra), one can first make use of either of the isomorphisms (see above)
and realize a spin representation in signature as a pin representation in either signature or .
One of the principal applications of the exterior algebra is in differential geometry where it is used to define the bundle of differential forms on a smooth manifold. In the case of a (pseudo-)Riemannian manifold, the tangent spaces come equipped with a natural quadratic form induced by the metric. Thus, one can define a Clifford bundle in analogy with the exterior bundle. This has a number of important applications in Riemannian geometry. Perhaps more importantly is the link to a spin manifold, its associated spinor bundle and spin^{c} manifolds.
Clifford algebras have numerous important applications in physics. Physicists usually consider a Clifford algebra to be an algebra with a basis generated by the matrices called Dirac matrices which have the property that
where is the matrix of a quadratic form of signature (or corresponding to the two equivalent choices of metric signature). These are exactly the defining relations for the Clifford algebra , whose complexification is which, by the classification of Clifford algebras, is isomorphic to the algebra of complex matrices . However, it is best to retain the notation , since any transformation that takes the bilinear form to the canonical form is not a Lorentz transformation of the underlying spacetime.
The Clifford algebra of spacetime used in physics thus has more structure than . It has in addition a set of preferred transformations - Lorentz transformations. Whether complexification is necessary to begin with depends in part on conventions used and in part on how much one wants to incorporate straightforwardly, but complexification is most often necessary in quantum mechanics where the spin representation of the Lie algebra sitting inside the Clifford algebra conventionally requires a complex Clifford algebra. For reference, the spin Lie algebra is given by
This is in the convention, hence fits in .^{[18]}
The Dirac matrices were first written down by Paul Dirac when he was trying to write a relativistic first-order wave equation for the electron, and give an explicit isomorphism from the Clifford algebra to the algebra of complex matrices. The result was used to define the Dirac equation and introduce the Dirac operator. The entire Clifford algebra shows up in quantum field theory in the form of Dirac field bilinears.
The use of Clifford algebras to describe quantum theory has been advanced among others by Mario Schönberg,^{[19]} by David Hestenes in terms of geometric calculus, by David Bohm and Basil Hiley and co-workers in form of a hierarchy of Clifford algebras, and by Elio Conte et al.^{[20]}^{[21]}
Clifford algebras have been applied in the problem of action recognition and classification in computer vision. Rodriguez et al.^{[22]} propose a Clifford embedding to generalize traditional MACH filters to video (3D spatiotemporal volume), and vector-valued data such as optical flow. Vector-valued data is analyzed using the Clifford Fourier Transform. Based on these vectors action filters are synthesized in the Clifford Fourier domain and recognition of actions is performed using Clifford correlation. The authors demonstrate the effectiveness of the Clifford embedding by recognizing actions typically performed in classic feature films and sports broadcast television.
There is a vibrant and interdisciplinary community around Clifford and Geometric Algebras with a wide range of applications. The main conferences in this subject include the International Conference on Clifford Algebras and their Applications in Mathematical Physics (ICCA) and Applications of Geometric Algebra in Computer Science and Engineering (AGACSE) series. A main publication outlet is the Springer journal Advances in Applied Clifford Algebras.