Given a real-analytic manifold M, a compact connected Lie group G and a
principal G-bundle P -> M, there is a canonical generalized measure' on the space A/G of smooth connections on P modulo gauge transformations. This allows one to define a Hilbert space L^2(A/G). Here we construct a set of vectors spanning L^2(A/G). These vectors are described in terms of spin networks’:
graphs phi embedded in M, with oriented edges labelled by irreducible unitary
representations of G, and with vertices labelled by intertwining operators from
the tensor product of representations labelling the incoming edges to the
tensor product of representations labelling the outgoing edges. We also
describe an orthonormal basis of spin networks associated to any fixed graph
phi. We conclude with a discussion of spin networks in the loop representation
of quantum gravity, and give a category-theoretic interpretation of the spin
network states.

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