Abstract
We describe a new construction of an incoherent dictionary, referred to as the oscillator dictionary, which is based on considerations in the representation theory of finite groups. The oscillator dictionary consists of approximately p 5 unit vectors in a Hilbert space of dimension p, whose pairwise inner products have magnitude of at most \(4/\sqrt{p}\) . An explicit algorithm to construct a large portion of the oscillator dictionary is presented.
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Artin, M.: Algebra. Prentice-Hall, Englewood Cliffs (1991)
Borel, A.: Linear Algebraic Groups. Graduate Texts in Mathematics, vol. 126. Springer, New York (1991)
Bruckstein, A.M., Donoho, D.L., Elad, M.: From sparse solutions of systems of equations to sparse modeling of signals and images. SIAM Rev. (2007, to appear)
Daubechies, I., Grossmann, A., Meyer, Y.: Painless non-orthogonal expansions. J. Math. Phys. 27(5), 1271–1283 (1986)
Donoho, D.L., Elad, M.: Optimally sparse representation in general (non-orthogonal) dictionaries via l_1 minimization. Proc. Natl. Acad. Sci. USA 100(5), 2197–2202 (2003)
Elad, M., Bruckstein, A.M.: A generalized uncertainty principle and sparse representation in pairs of bases. IEEE Trans. Inf. Theory 48, 2558–2567 (2002)
Gilbert, A.C., Muthukrishnan, S., Strauss, M.J.: Approximation of functions over redundant dictionaries using coherence. In: Proceedings of the Fourteenth Annual ACM, SIAM Symposium on Discrete Algorithms, Baltimore, MD, 2003, pp. 243–252. ACM, New York (2003)
Golomb, S.W., Gong, G.: Signal Design for Good Correlation. For Wireless Communication, Cryptography, and Radar. Cambridge University Press, Cambridge (2005)
Gribonval, R., Nielsen, M.: Sparse representations in unions of bases. IEEE Trans. Inf. Theory 49(12), 3320–3325 (2003)
Gurevich, S., Hadani, R.: Self-reducibility of the Weil representation and applications. arXiv:math/0612765 (2005)
Gurevich, S., Hadani, R., Sochen, N.: The finite harmonic oscillator and its associated sequences. Proc. Natl. Acad. Sci. USA (2008, accepted)
Howard, S.D., Calderbank, A.R., Moran, W.: The finite Heisenberg-Weyl groups in radar and communications. EURASIP J. Appl. Signal Process. (2006)
Howe, R.: Nice error bases, mutually unbiased bases, induced representations, the Heisenberg group and finite geometries. Indag. Math. (N.S.) 16(3–4), 553–583 (2005)
Sarwate, D.V.: Meeting the Welch bound with equality. In: Sequences and Their Applications, Singapore, 1998. Springer Series in Discrete Mathematics and Theoretical Computer Science, pp. 79–102. Springer, London (1999)
Serre, J.P.: Linear Representations of Finite Groups. Graduate Texts in Mathematics, vol. 42. Springer, New York/Heidelberg (1977)
Strohmer, T., Heath, R.W. Jr.: Grassmannian frames with applications to coding and communication. Appl. Comput. Harmon. Anal. 14(3) (2003)
Terras, A.: Fourier Analysis on Finite Groups and Applications. London Mathematical Society Student Texts, vol. 43. Cambridge University Press, Cambridge (1999)
Tropp, J.A.: Greed is good: algorithmic results for sparse approximation. IEEE Trans. Inf. Theory 50(10), 2231–2242 (2004)
Weil, A.: Sur certains groupes d’operateurs unitaires. Acta Math. 111, 143–211 (1964)
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Communicated by Ronald A. DeVore.
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Gurevich, S., Hadani, R. & Sochen, N. On Some Deterministic Dictionaries Supporting Sparsity. J Fourier Anal Appl 14, 859–876 (2008). https://doi.org/10.1007/s00041-008-9043-z
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DOI: https://doi.org/10.1007/s00041-008-9043-z
Keywords
- Sparsity
- Deterministic dictionaries
- Low coherence
- Weil representation
- Commutative subgroups
- Eigenfunctions
- Explicit algorithm