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Dual representation

In mathematics, particularly representation theory, the dual representation (also known as the contragredient representation) of a linear representation \rho: G \to \mathrm{GL}(V) of a group G on a finite-dimensional vector space V over a field (typically \mathbb{C}) is the representation \rho^* on the dual space V^* defined by

(\rho^*(g) \phi)(v) = \phi(\rho(g^{-1}) v)

for all g \in G, \phi \in V^*, and v \in V.^[1] This construction ensures that \rho^* transforms contravariantly to \rho, preserving the representation structure while acting on linear functionals. The concept extends naturally to representations of Lie algebras, where for a representation \pi: \mathfrak{g} \to \mathrm{End}(V), the dual is defined by (\pi^*(X) \phi)(v) = -\phi(\pi(X) v) for X \in \mathfrak{g}. Dual representations are fundamental in studying properties of representations, such as irreducibility, unitarity, and tensor products, and appear prominently in the classification of representations of semisimple Lie groups like SU(2) and SU(3).^[2]

Definition

For groups

In representation theory, given a group G and a representation \rho: G \to \mathrm{GL}(V) on a finite-dimensional complex vector space V, the dual representation \rho^*: G \to \mathrm{GL}(V^*) is defined on the dual space V^*, which consists of all linear functionals \mathbb{C}-linear maps from V to \mathbb{C}.^[2] The action is specified by

(\rho^*(g) \phi)(v) = \phi \left( \rho(g^{-1}) v \right)

for all g \in G, \phi \in V^*, and v \in V.^[3] Equivalently, in terms of linear maps, \rho^*(g) = \rho(g^{-1})^*, where the asterisk on the right denotes the dual map induced on V^*.^[4] This construction preserves the group homomorphism property: \rho^*(gh) = \rho^*(g) \circ \rho^*(h) for all g, h \in G, because the inversion in the formula compensates for the reversed order of composition in the original representation, ensuring the overall action remains consistent with the group structure.^[3] The use of the inverse \rho(g^{-1}) specifically maintains this covariance under the group operation, making \rho^* a valid representation.^[4] When bases are chosen for V and the corresponding dual basis for V^*, the matrix representing \rho^*(g) is the transpose of the matrix representing \rho(g^{-1}), denoted \rho(g^{-1})^T.^[5] The finite-dimensionality of V guarantees that V^* is also finite-dimensional and isomorphic to V as a vector space, allowing the dual representation to inherit the same structural properties.^[2]

For Lie algebras

In the context of Lie algebras, the dual representation arises naturally from the dual vector space of a given representation. Consider a finite-dimensional Lie algebra \mathfrak{g} over \mathbb{C} (or \mathbb{R}) and a representation \pi: \mathfrak{g} \to \mathfrak{gl}(V) on a vector space V. The dual representation \pi^*: \mathfrak{g} \to \mathfrak{gl}(V^*) acts on the dual space V^* by defining, for X \in \mathfrak{g} and \varphi \in V^*,

(\pi^*(X) \varphi)(v) = -\varphi(\pi(X) v), \quad \forall v \in V.

In matrix terms, if bases are chosen such that \pi(X) is represented by a matrix, then \pi^*(X) = -\pi(X)^T, where ^T denotes the transpose (or adjoint with respect to the dual pairing).^[1]^[6] This definition derives from the corresponding dual representation of the Lie group via infinitesimal differentiation. For a Lie group representation \rho: G \to \mathrm{[GL](/page/GL)}(V) with dual \rho^*: G \to \mathrm{[GL](/page/GL)}(V^*) given by \rho^*(g) \varphi = \varphi \circ \rho(g^{-1}), the Lie algebra representation is obtained by differentiating at the identity:

\pi(X) = \left. \frac{d}{dt} \right|_{t=0} \rho(\exp(tX)).

The dual Lie algebra action follows similarly:

\pi^*(X) = \left. \frac{d}{dt} \right|_{t=0} \rho^*(\exp(tX)) = -\left. \frac{d}{dt} \right|_{t=0} \varphi \circ \rho(\exp(-tX)) = -\varphi \circ \pi(X),

yielding the negative sign through the chain rule and the inversion in the group dual.^[7]^[6] The negative sign is essential for \pi^* to preserve the Lie bracket, ensuring it defines a valid representation. Specifically, for X, Y \in \mathfrak{g}, the adjoint map satisfies [\pi(X)^*, \pi(Y)^*] = -[\pi(X), \pi(Y)]^*, so incorporating the minus yields

[\pi^*(X), \pi^*(Y)] = [-\pi(X)^*, -\pi(Y)^*] = [\pi(X)^*, \pi(Y)^*] = -[\pi(X), \pi(Y)]^* = \pi^*([X, Y]),

as required. Without it, the bracket preservation would fail. This compatibility links the dual Lie algebra representation directly to the exponential map from the group case.^[1]^[6]

Properties

Irreducibility and double dual

A fundamental property of dual representations is that they preserve irreducibility. Specifically, if \rho: G \to \mathrm{GL}(V) is an irreducible representation of a group G on a finite-dimensional complex vector space V, then the dual representation \rho^*: G \to \mathrm{GL}(V^*) on the dual space V^* is also irreducible.^[2] The same holds for representations \pi: \mathfrak{g} \to \mathrm{End}(V) of a Lie algebra \mathfrak{g}, where the dual \pi^* is irreducible whenever \pi is.^[2] To see this, suppose W^* \subset V^* is a nonzero \rho^*-invariant subspace. The annihilator W^\circ = \{ v \in V \mid \lambda(v) = 0 \ \forall \lambda \in W^* \} is then a \rho-invariant subspace of V. Since \dim W^* + \dim W^\circ = \dim V^* and W^* \neq V^* would imply W^\circ \neq \{0\}, this contradicts the irreducibility of \rho unless W^* = V^*. Thus, no proper nonzero invariant subspaces exist for \rho^*.^[2] A symmetric argument shows the converse: irreducibility of the dual implies irreducibility of the original.^[2] Another key feature involves the double dual. The double dual representation \rho^{**}: G \to \mathrm{GL}(V^{**}) arises by applying duality twice, and it is naturally isomorphic to the original \rho via the canonical pairing that embeds V into V^{**}. This map sends v \in V to the functional on V^* given by evaluation: \hat{v}(\lambda) = \lambda(v) for \lambda \in V^*, and it intertwines the actions \rho^{**}(g) \hat{v} = \widehat{\rho(g) v}.^[1] For finite-dimensional V over \mathbb{C}, the canonical map V \to V^{**} is always an isomorphism of vector spaces, ensuring that \rho \cong \rho^{**} as representations.^[1] This biduality underscores the structural symmetry in representation theory, where duality is an involution up to isomorphism.^[1]

Unitary representations

In the context of unitary representations, consider a unitary representation \rho: G \to U(\mathcal{H}) of a group G on a complex Hilbert space \mathcal{H} equipped with an inner product \langle \cdot, \cdot \rangle that is linear in the second argument and conjugate-linear in the first. The dual representation \rho^* acts on the dual space \mathcal{H}^* by (\rho^*(g) \phi)(v) = \phi(\rho(g^{-1}) v) for \phi \in \mathcal{H}^* and v \in \mathcal{H}. Since \rho is unitary, \rho(g^{-1}) = \rho(g)^*, where ^* denotes the adjoint with respect to the inner product, ensuring that \rho^* preserves the natural structure induced by the inner product.^[1] The complex conjugate representation \bar{\rho} is defined on the conjugate Hilbert space \overline{\mathcal{H}}, which consists of the elements of \mathcal{H} equipped with the conjugate scalar multiplication: for \lambda \in \mathbb{C} and v \in \mathcal{H}, the action is \lambda \cdot \bar{v} = \bar{\lambda} v, where \bar{v} denotes the corresponding element to v. The action is \bar{\rho}(g) \bar{v} = \overline{\rho(g) v}, which corresponds to conjugating the matrix entries of \rho(g) in an orthonormal basis. For finite-dimensional unitary representations, \rho^* is equivalent to \bar{\rho}.^[8] This equivalence is established via the linear isomorphism S: \overline{\mathcal{H}} \to \mathcal{H}^* defined by S(\bar{v})(w) = \langle v, w \rangle. To verify, compute S \circ \bar{\rho}(g) (\bar{v})(w) = \langle \rho(g) v, w \rangle = \langle v, \rho(g^{-1}) w \rangle = (\rho^*(g) (S \bar{v})) (w), using unitarity to relate the inner products. The map S intertwines the representations, confirming \rho^* \cong \bar{\rho}; note that S arises from the sesquilinear inner product, which induces an antilinear identification between \mathcal{H} and \overline{\mathcal{H}} before dualizing.^[8]^[1] In quantum mechanics, this equivalence implies that dual representations correspond to representations on conjugate Hilbert spaces, such as those describing antiparticles or charge-conjugate states, while preserving unitarity and the probabilistic interpretation via the inner product structure.^[9]

SU(2) and SU(3) cases

The irreducible representations of the special unitary group SU(2) are labeled by a non-negative half-integer or integer j, known as the spin, with dimension $2j + 1. These representations act on the space of homogeneous polynomials of degree $2j in two complex variables, or equivalently, on symmetric powers of the fundamental representation. The dual representation \rho_j^* of any such irreducible representation \rho_j is isomorphic to \rho_j itself, as all finite-dimensional representations of SU(2) are self-contragredient.^[10] This self-duality arises from the existence of an invariant skew-symmetric bilinear form on the representation space, which intertwines \rho_j with its contragredient.^[11] For the special unitary group SU(3), irreducible representations are labeled by pairs of non-negative integers (m_1, m_2) in Dynkin coordinates, corresponding to the highest weight m_1 \omega_1 + m_2 \omega_2, where \omega_1 and \omega_2 are the fundamental weights. The dual (contragredient) representation of the irreducible module with highest weight \lambda has highest weight -\mu, where \mu is the lowest weight of the original representation; since the weights are invariant under the Weyl group, this is equivalent to the dominant representative in the Weyl orbit of w_0 (-\lambda), with w_0 the longest element of the Weyl group.^[12] For SU(3), whose Weyl group is the symmetric group S_3 generated by reflections across the root hyperplanes, this action swaps the Dynkin labels, so the dual of (m_1, m_2) is (m_2, m_1).^[13] The dual representation is isomorphic to the original if and only if m_1 = m_2, as the labels must match for equivalence. For instance, the fundamental representation with labels (1,0) (dimension 3) has dual (0,1) (the anti-fundamental representation, also dimension 3), which is distinct and acts on the dual space via the negation of weights: the weights \{ (1,0), (0,0), (-1,0) \} map to \{ (-1,0), (0,0), (1,0) \}, but reordered to the dominant form.^[12] This duality manifests geometrically in the weight diagram as a reflection through the origin followed by a Weyl group action to return to the fundamental Weyl chamber, swapping the roles of the two simple roots.^[13] Representations with m_1 \neq m_2, such as the adjoint (1,1) (dimension 8, self-dual), illustrate cases where symmetry holds, while asymmetric ones like (2,0) (dimension 6) pair with their distinct dual (0,2).

General semisimple Lie algebras

In the representation theory of a complex semisimple Lie algebra \mathfrak{g}, finite-dimensional irreducible representations are classified by their highest weights \lambda, which are dominant integral elements in the weight lattice P^+. The dual (or contragredient) representation \rho^* of an irreducible representation \rho with highest weight \lambda acts on the dual space V^* and has weights that are the negatives of those of \rho. Consequently, the highest weight of \rho^* is -\omega_0(\lambda), where \omega_0 denotes the longest element of the Weyl group W associated to the root system of \mathfrak{g}. The representations \rho and \rho^* are isomorphic if and only if their highest weights coincide, i.e., \lambda = -\omega_0(\lambda). This condition implies that \lambda is fixed by the action of -\omega_0, which maps the dominant chamber to itself. Equivalently, the self-duality of \rho can be characterized using the Frobenius-Schur indicator, a representation-theoretic invariant that detects whether \rho \cong \bar{\rho} (the complex conjugate representation, equivalent to \rho^* in the unitarizable case). For the second Frobenius-Schur indicator \nu_2(\rho), defined via a formula involving sums over the weights of \rho weighted by their multiplicities and pairings with the root system, \nu_2(\rho) \neq 0 precisely when \rho is self-dual, with the sign distinguishing orthogonal (+1) or symplectic (-1) types; otherwise, \nu_2(\rho) = 0 indicates a complex type where \rho \not\cong \rho^*. This indicator is computed as an integer and aligns with character integrals over the corresponding compact Lie group, such as \int_K \chi_\rho(g)^2 \, dg (up to normalization), where \chi_\rho is the character and K is a maximal compact subgroup.^[14] For real forms of semisimple Lie algebras, the analysis of dual representations introduces additional structure due to the real Lie algebra \mathfrak{g}_\mathbb{R} and its complexification \mathfrak{g}_\mathbb{C} = \mathfrak{g}. In the compact real form, finite-dimensional representations are unitarizable over \mathbb{C}, and self-duality follows the complex criterion above, with the Frobenius-Schur indicator determining the type relative to invariant Hermitian forms. In non-compact real forms, finite-dimensional representations remain those of \mathfrak{g}_\mathbb{C} equipped with a \mathfrak{g}_\mathbb{R}-invariant real structure on the underlying vector space, but they are generally not unitarizable. Duality then requires compatibility with this real structure, often involving the existence of \mathfrak{g}_\mathbb{R}-invariant bilinear forms (symmetric or skew-symmetric) that preserve the reality condition, leading to cases where self-duality holds algebraically but lacks the unitary realization present in the compact setting.

Motivation and History

Mathematical and physical motivations

Dual representations arise in mathematics to ensure that group actions extend covariantly to dual vector spaces, such as the space of linear forms or densities on a given representation space V. For a representation \rho: G \to \mathrm{GL}(V), the dual representation \rho^*: G \to \mathrm{GL}(V^*) is defined by (\rho^*(g) \phi)(v) = \phi(\rho(g^{-1}) v) for \phi \in V^* and v \in V, which preserves the duality pairing \langle \phi, v \rangle. This construction is essential in multilinear algebra, where it maintains the compatibility of tensor products and Hom-spaces under group actions; for instance, the natural isomorphism V^* \otimes W \cong \mathrm{Hom}(V, W) allows representations to act consistently on multilinear maps, preserving tensor structures like determinants or traces.^[2] In invariant theory, dual representations play a key role in classifying invariants of group actions on polynomial rings or tensor algebras. By considering the action on dual spaces, one can identify G-invariant bilinear forms and higher-order invariants, facilitating the decomposition of representation spaces into isotypical components and the study of rings of invariants. This is particularly useful for semisimple groups, where duals help enumerate the generators of invariant rings via methods like the Reynolds operator.^[2]^[15] Physically, dual representations are motivated by the need to describe symmetry transformations in quantum mechanics while preserving probability amplitudes. In the Hilbert space formalism, states are represented by kets |\psi\rangle \in \mathcal{H}, with bras \langle \psi | as elements of the dual space \mathcal{H}^*; under a unitary group action U(g), the transformation \langle \psi | g | \phi \rangle = \langle g^{-1} \psi | \phi \rangle ensures the invariance of the inner product, which corresponds to transition probabilities.

\langle \psi | U(g) | \phi \rangle = \langle U(g)^\dagger \psi | \phi \rangle = \langle U(g^{-1}) \psi | \phi \rangle

This dual action is crucial for maintaining the unitarity of representations in quantum systems, such as rotations in spin spaces or translations in phase space.^[9]

Historical development

The roots of dual representations trace back to 19th-century invariant theory, where mathematicians such as Alfred Clebsch and Paul Gordan investigated the invariants of binary forms under the action of the special linear group SL(2,ℂ). Their work, beginning in the 1860s, laid foundational techniques for decomposing representations into irreducibles, implicitly involving dual structures to classify polynomial invariants and covariants of forms like quadratic and cubic binaries.^[16] This approach was pivotal in handling the symmetry properties of algebraic forms, influencing later group-theoretic developments.^[17] In the early 20th century, the concept gained formalization through the integration of group theory with quantum mechanics. Hermann Weyl's 1925 contributions marked a key advancement, applying representation theory to atomic spectra and highlighting self-duality in SU(2) representations for spin systems.^[18] Élie Cartan extended these ideas to Lie algebras, classifying finite-dimensional representations of semisimple Lie algebras in 1913 and elucidating dual pairings in the context of root systems and weights.^[19] These efforts established dual representations as a core tool in the structural analysis of continuous groups. Following World War II, Harish-Chandra's work in the 1950s provided a comprehensive framework for unitary representations of semisimple Lie groups, including detailed studies of dual spaces and their role in harmonic analysis on non-compact groups.^[20] This period also saw applications in physics, notably Murray Gell-Mann's 1960s development of the SU(3) flavor symmetry in the quark model, where dual representations classified meson and baryon multiplets, such as the octet and decuplet. From the 1970s onward, dual representations became integrated into geometric quantization, as advanced by Bertram Kostant and Jean-Marie Souriau, linking them to symplectic geometry and prequantum line bundles, while also influencing algebraic geometry through moduli spaces of bundles.^[21]^[22]

Examples

Abelian case: U(1)

The irreducible unitary representations of the compact abelian group U(1) = { e^{i\theta} \mid \theta \in [0, 2\pi) }, equipped with the standard topology and Haar measure, are all one-dimensional and labeled by integers n \in \mathbb{Z}. These representations, known as characters, are explicitly given by

\rho_n(e^{i\theta}) = e^{in\theta}.

They form a complete orthonormal basis for the Hilbert space L^2(\mathrm{U}(1)), where the inner product is \langle f, g \rangle = \frac{1}{2\pi} \int_0^{2\pi} f(e^{i\theta}) \overline{g(e^{i\theta})} \, d\theta.^[2] The dual (or contragredient) representation \rho_n^* of \rho_n is defined on the dual vector space V_n^* = \mathrm{Hom}_\mathbb{C}(V_n, \mathbb{C}) by

\rho_n^*(g) \phi = \phi \circ \rho_n(g^{-1})

for all g \in \mathrm{U}(1) and linear functionals \phi \in V_n^*. In the one-dimensional case, this action reduces to scalar multiplication by \rho_n(g^{-1}). Since g^{-1} = \overline{g} for g \in \mathrm{U}(1), it follows that

\rho_n^*(e^{i\theta}) = e^{-in\theta} = \overline{\rho_n(e^{i\theta})} = \rho_{-n}(e^{i\theta}).

Thus, \rho_n^* is unitarily equivalent to \rho_{-n}, and the character of the dual representation is the complex conjugate of the original character. This sign flip in the exponent highlights the pairing between positive and negative frequencies in the representation theory of abelian groups.^[9] This duality manifests in Fourier analysis on the circle, where the characters \{\rho_n\} diagonalize the convolution algebra L^1(\mathrm{U}(1)). The forward Fourier transform of a function f \in L^1(\mathrm{U}(1)) projects onto these characters via coefficients \hat{f}(n) = \langle f, \rho_{-n} \rangle, while the inverse transform reconstructs f using the dual basis \{\rho_n\}, effectively interchanging the roles through the sign reversal n \to -n. This correspondence underscores the self-duality of \mathrm{U}(1) under Pontryagin duality, with \mathbb{Z} as its character group.^[23]

Non-abelian examples

In non-abelian groups, dual representations often exhibit richer structure due to the presence of multi-dimensional irreducible representations, where equivalence between a representation and its dual requires non-trivial intertwiners. A prominent example is the rotation group SO(3), whose irreducible representations are labeled by non-negative integers l with dimension $2l+1. The vector representation with l=1 (dimension 3) is self-dual, as the group preserves the standard Euclidean inner product on \mathbb{R}^3, providing a canonical SO(3)-invariant isomorphism between the representation space of vectors and its dual space of covectors.^[24] The axial vector representation, which also realizes the l=1 irreducible representation of SO(3), is equivalent to the vector representation under proper rotations. These two are interchanged by the parity transformation in the full orthogonal group O(3), with vectors being parity-odd and axial vectors parity-even.^[25] For a finite non-abelian example, consider the symmetric group S_3 of order 6, which has three irreducible complex representations: the 1-dimensional trivial representation, the 1-dimensional sign representation, and the 2-dimensional standard representation. The sign representation, defined by \chi_{\text{sign}}(\sigma) = (-1)^{\text{number of inversions in } \sigma}, is self-dual because it is real-valued and 1-dimensional, so its dual character is its complex conjugate, which coincides with itself.^[26] The standard 2-dimensional representation of S_3, arising as the subspace of the 3-dimensional permutation representation orthogonal to the trivial representation (e.g., spanned by v_1 = e_1 - e_2, v_2 = e_2 - e_3 where e_i are permutation basis vectors), is also self-dual. All irreducible representations of symmetric groups S_n have real characters, so the character of the dual representation \chi^*(g) = \overline{\chi(g^{-1})} = \chi(g) matches that of the original, implying isomorphism; explicitly, the dual is equivalent to the original tensored with the determinant character (the sign representation), but since the determinant of the standard representation is the sign and \text{sign} \otimes \text{standard} \cong \text{standard}, self-duality holds.^[26] To compute the dual explicitly for matrix representations, take the transposition \sigma = (1\ 2) with matrix \rho(\sigma) = \begin{pmatrix} -1 & 1 \\ 0 & 1 \end{pmatrix} in the indicated basis (determinant -1, matching the sign). The dual matrix is \rho^*(\sigma) = \rho(\sigma)^{-T} = \begin{pmatrix} -1 & 0 \\ 1 & 1 \end{pmatrix}. The representations are equivalent, as confirmed by their identical characters.^[27]

Generalizations

To Hopf algebras

The concept of dual representations generalizes naturally to the framework of Hopf algebras, which provide a unified algebraic structure encompassing both associative algebras and coalgebras through their comultiplication \Delta: H \to H \otimes H and antipode S: H \to H. For a left H-module V, the dual space V^* acquires the structure of a left H-module via the action defined by ( h \cdot \phi )(v) = \phi( S(h) v ) for \phi \in V^*, v \in V, and h \in H. This construction leverages the antipode to ensure compatibility with the Hopf algebra axioms, thereby preserving key representation-theoretic properties such as tensor product decompositions and character formulas in the dual setting.^[28] In this generalization, a left [H](/page/H+)-module V can also be endowed with a right [H](/page/H+)-comodule structure twisted by the antipode, where the coaction is defined compatibly with the module structure via the Hopf algebra duality, reflecting the duality between module and comodule actions inherent to the Hopf structure. This duality facilitates the study of corepresentations alongside representations, with the antipode playing a pivotal role in interchanging left and right structures while maintaining invariance under the comultiplication. Such extensions allow for a richer analysis of invariant theory and braided categories associated with Hopf algebras.^[28] A primary example arises when H = U(\mathfrak{g}), the universal enveloping algebra of a Lie algebra \mathfrak{g}, equipped with the Hopf structure \Delta(x) = x \otimes 1 + 1 \otimes x for x \in \mathfrak{g} and S(x) = -x. Here, the dual representation on V^* reduces to the classical contragredient representation of \mathfrak{g}, where (x \cdot \phi)(v) = \phi(-x v), recovering the Lie algebra case seamlessly. Similarly, for the group algebra H = k[G] of a finite group G over a field k, with \Delta(g) = g \otimes g and S(g) = g^{-1}, the dual module action becomes (g \cdot \phi)(v) = \phi(g^{-1} v), aligning precisely with the standard dual representation of finite groups. These instances illustrate how the Hopf algebraic framework unifies and extends the original notions without loss of specificity.^[29]^[28]

Broader applications

In particle physics, the quark model employs the SU(3) flavor symmetry, where up, down, and strange quarks transform under the fundamental representation of dimension 3, while their antiquarks occupy the conjugate (dual) representation of dimension \bar{3}.^[30]^[31] This duality enables the construction of hadrons: mesons arise from quark-antiquark pairs in the tensor product 3 \otimes \bar{3} = 8 \oplus 1, forming an octet of pseudoscalar and vector mesons (e.g., pions and rho mesons) plus a singlet (eta meson), while baryons like protons and neutrons emerge from symmetric combinations in 3 \otimes 3 \otimes 3.^[32]^[33] Proposed by Murray Gell-Mann in 1964 as part of the eightfold way classification, this framework successfully organizes the spectrum of light hadrons observed in experiments.^[30] In geometric quantization, dual representations play a key role through the Kirillov-Kostant-Souriau orbit method, where coadjoint orbits in the dual Lie algebra \mathfrak{g}^* equip with a natural symplectic structure via the Kirillov-Kostant-Souriau form.^[34] Symplectic reduction, as in Marsden-Weinstein reduction, yields these orbits as quotients of the cotangent bundle under group actions, associating irreducible unitary representations of the Lie group G to quantizations of these reduced symplectic manifolds.^[35] For nilpotent groups, this bijection realizes all unitary representations via geometric quantization of coadjoint orbits, with the dual structure of \mathfrak{g}^* facilitating the pairing between classical Poisson structures and quantum operators.^[34]^[36] Beyond core areas, dual representations underpin rigidity in tensor categories, where a monoidal category is rigid if every object admits both left and right duals, ensuring isomorphisms like (X \otimes Y)^* \cong Y^* \otimes X^* that preserve tensor structure and enable traces and dimensions.^[37] In machine learning, dual spaces appear in kernel methods, such as support vector machines, where the dual formulation optimizes Lagrange multipliers via the kernel matrix K(x_i, x_j) = \phi(x_i) \cdot \phi(x_j), implicitly operating in a high-dimensional reproducing kernel Hilbert space without explicit feature maps.^[38]^[39] Post-2015 developments link dual representations to topological quantum computing through anyons in braided tensor categories, where non-Abelian anyons carry dual representations \bar{R}(j) that annihilate sources via fusion to the trivial channel, enabling fault-tolerant braiding operations for universal quantum gates.^[40] For instance, in quantum double models like D(S_3), dual anyonic excitations support magic state distillation and universal computation via controlled braiding, as demonstrated in lattice simulations achieving high fidelity.^[41] This connects representation duality to topological protection against decoherence in 2D systems.^[42]

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... Cartan determined all real linear representations of simple real Lie algebras. The work of Cartan's second group-theoretic period is concerned with the ...
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REPRESENTATIONS OF A SEMISIMPLE LIE GROUP ON A ...
REPRESENTATIONS OF A SEMISIMPLE LIE GROUP. ON A BANACH SPACE. I. BY. HARISH-CHANDRA. 1. Introduction. During the past few years several ...
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[PDF] Lectures on the Geometry of Quantization - Berkeley Math
These notes are based on a course entitled “Symplectic geometry and geometric quantization” taught by Alan Weinstein at the University of California, ...
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[PDF] Topics in Representation Theory: Cultural Background 1 Some History
• 1970: Geometric quantization, method of orbits. Bertram Kostant (1928-. ), Alexandre Kirillov (1941- ). • 1974 Highest weight representations of Kac-Moody ...
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[PDF] the fourier transform for locally compact abelian groups
Aug 13, 2016 · Abstract. An introduction to locally compact abelian algebraic groups and the usage of dual groups and Fourier transforms to study them.
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[PDF] Self-Dual Representations and Signs - OU Math
Sep 26, 2011 · Every irreducible representation with non-trivial Iwahori fixed vectors is self-dual. Kumar Balasubramanian. Self-Dual Representations and Signs ...<|control11|><|separator|>
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[PDF] parity.pdf
... SO(3) form a unitary representation of the full rotation group O(3). That is, generalizing the map (4) to include improper rotations, we can say π = U(P) ...
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[PDF] Part II - Representation Theory - Dexter Chua
j εj. So χρ∗ (g) = X λ−1 j. = χρ(g−1). Definition (Self-dual representation). A representation ρ : G → GL(V ) is self-dual if there is isomorphism of G ...
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Standard representation of symmetric group:S3 - Groupprops
Jun 7, 2012 · This article discusses a two-dimensional faithful irreducible representation of symmetric group:S3, called the standard representation.
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[PDF] Hopf algebras - Soimeme.org
and the dual module M∗ = HomK(M,K) with A-action given by. (aϕ)(m) = ϕ ... Let A be a Hopf algebra with antipode S and let M be an A-module. A bilinear ...
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[PDF] Math 207A: Hopf Algebras (Lecture Notes)
If B is a bialgebra, we defined (left or right) B-modules, and (left or right). B-comodules. It is natural to define a structure that is both a module and a.
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[PDF] Gell-Mann.pdf
Received 4 January 1964. If we assume that the strong interactions ... the triplet as "quarks" 6) q and the members of the anti-triplet as anti-quarks ~1.
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[PDF] Chapter 3 Building Hadrons from Quarks
... quark ... Mesons in SU(3) u, d, s quarks belong to the fundamental representation of SU(3), denoted by 3. , ,. u d s belong to the conjugate representation 3 .
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[PDF] Representations of SU(3) and Quarks - Mathematics Department
• The fundamental representation (3) and its dual (¯3). • The representation ... Light mesons. Combining a quark (3) and an antiquark (¯3). Page 61. Quarks ...
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Fundamental Representation - an overview | ScienceDirect Topics
Quarks thus transform according to the fundamental representation of SU (3) and antiquarks transform according to the complex conjugate representation. Mesons, ...
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[PDF] Geometric quantization for nilpotent coadjoint orbits - MIT Mathematics
May 4, 2025 · The symplectic structure on defines a symplectic structure on the dual vector space *, by means of the isomorphism of with * (Definition 4 ...
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[PDF] Quantization of coadjoint orbits
Kirillov, Kostant: the bijection above is via geometric quantization of orbits. Shilin Yu. Quantization of coadjoint orbits. 7 / 15. Page 8. Coadjoint orbit ...
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coadjoint orbit in nLab
Nov 12, 2024 · Coadjoint orbits are especially important in the orbit method of representation theory or, more generally, geometric quantization.
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[PDF] The structure of certain rigid tensor categories - Numdam
A k-tensor category is said to be rigid if every object has a dual. Let A be a rigid k-tensor category with EndA(1) = k. Then A has a unique maximal tensor ...
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[PDF] Support Vector Machines - Dual formulation and Kernel Trick
Oct 28, 2020 · What does strong duality say about α⇤ (the α that achieved optimal value of dual) and x⇤ (the x that achieves optimal value of primal problem)?.
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[PDF] Kernel methods in machine learning - arXiv
We review machine learning methods employing positive definite kernels. These methods formulate learning and estimation problems in a reproducing kernel ...
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[PDF] Introduction to topological quantum computation
Jun 30, 2017 · ... anyon there exists a dual representation ¯R(j) such that their product gives the trivial representation with j = 0. In the anyonic language a source with the ...<|control11|><|separator|>
[44]
[PDF] arXiv:2312.16747v2 [quant-ph] 7 Jan 2025
Jan 7, 2025 · Section 2 gives a brief overview on the algebraic theory of anyons and the setup in topological quantum computing, with a more detailed ...
[45]
A universal circuit set using the S 3 quantum double - Nature
Jul 3, 2025 · Our proposal offers a promising path to realize robust universal topological quantum computation in the NISQ era.