Abstract:
Collections of time- and frequency-shifts of suitably chosen generators (Alltop or random vectors) proved successful for many applications in sparse recovery and related fields. It is known1 that taking a characteristic function of a difference set as a generator, and considering only the frequency shifts, gives an equaingular tight frame for the subspace they span. In this paper, we investigate the system of all N2 time- and frequency-shifts of a difference set in dimension N via the mutual coherence, and compare numerically its sparse recovery effectiveness with Alltop and random generators. We further view this Gabor system as a fusion frame, show that it is optimally sparse, and moreover an equidistant tight fusion frame, i.e. it is an optimal Grassmannian packing. © 2015 SPIE.
Registro:
Documento: |
Conferencia
|
Título: | Gabor fusion frames generated by difference sets |
Autor: | Bojarovska, I.; Paternostro, V.; Goyal V.K.; Van De Ville D.; Van De Ville; Papadakis M.; Van De Ville D.; Papadakis M.; Goyal V.K.; Van De Ville; The Society of Photo-Optical Instrumentation Engineers (SPIE) |
Filiación: | Technische Universität Berlin, Straße des 17. Juni 136, Berlin, 10623, Germany Departamento de Matemática, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Argentina and IMAS-CONICET, Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, 1428, Argentina
|
Palabras clave: | Fusion frames; Gabor systems; Mutual coherence; Time-frequency analysis; Welch bound; Optical engineering; Fusion frames; Gabor systems; Mutual coherence; Time frequency analysis; Welch bounds; Frequency shift keying |
Año: | 2015
|
Volumen: | 9597
|
DOI: |
http://dx.doi.org/10.1117/12.2186394 |
Título revista: | Wavelets and Sparsity XVI
|
Título revista abreviado: | Proc SPIE Int Soc Opt Eng
|
ISSN: | 0277786X
|
CODEN: | PSISD
|
Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_0277786X_v9597_n_p_Bojarovska |
Referencias:
- Xia, P., Zhou, S., Giannakis, G.B., Achieving the Welch bound with difference sets (2005) IEEE Trans. Inf. Theory, 51 (5), pp. 1900-1907
- Pfander, G.E., Gabor frames in finite dimensions (2013) Finite Frames, pp. 193-239. , Springer
- Bajwa, W.U., Calderbank, R., Jafarpour, S., Why Gabor frames? Two fundamental measures of coherence and their role in model selection (2010) J. Commun. Networks, 12 (4), pp. 289-307
- Pfander, G.E., Rauhut, H., Tanner, J., Identification of matrices having a sparse representation (2008) IEEE Trans. Signal Process., 56 (11), pp. 5376-5388
- Lawrence, J., Pfander, G.E., Walnut, D., Linear independence of Gabor systems in finite dimensional vector spaces (2005) J. Fourier Anal. Appl., 11 (6), pp. 715-726
- Conway, J.H., Hardin, R.H., Sloane, N.J.A., Packing lines, planes, etc.: Packings in Grassmannian spaces (1996) Experiment. Math., 5 (2), pp. 139-159
- Fickus, M., Mixon, D.G., (2015) Tables of the Existence of Equiangular Tight Frames, , arXiv preprint arXiv:1504. 00253
- Dinitz, J.H., Stinson, D.R., (1992) Contemporary Design Theory: A Collection of Surveys, 26. , John Wiley & Sons
- Fickus, M., Mixon, D.G., Tremain, J.C., Steiner equiangular tight frames (2012) Linear Algebra Appl., 436 (5), pp. 1014-1027
- Jasper, J., Mixon, D.G., Fickus, M., Kirkman equiangular tight frames and codes (2014) IEEE Trans. Inf. Theory, 60 (1), pp. 170-181
- Casazza, P.G., Kutyniok, G., Frames of subspaces (2004) Contemp. Math., 345, pp. 87-113. , [Wavelets, frames and operator theory], Amer. Math. Soc., Providence, RI
- Casazza, P.G., Kutyniok, G., Li, S., Fusion frames and distributed processing (2008) Appl. Comput. Harmon. Anal., 25 (1), pp. 114-132
- Boufounos, P., Kutyniok, G., Rauhut, H., Sparse recovery from combined fusion frame measurements (2011) IEEE Trans. Inf. Theory, 57 (6), pp. 3864-3876
- Ayaz, U., Rauhut, H., Sparse recovery with fusion frames via RIP (2013) Proc. SampTA
- Ayaz, U., Dirksen, S., Rauhut, H., (2014) Uniform Recovery of Fusion Frame Structured Sparse Signals, , arXiv preprint arXiv:1407. 7680
- Casazza, P.G., Kutyniok, G., (2013) Finite Frames: Theory and Applications, , Applied and Numerical Harmonic Analysis, Birkhäuser/Springer, New York
- Welch, L., Lower bounds on the maximum cross correlation of signals (corresp.) (1974) IEEE Trans. Inf. Theory, 20 (3), pp. 397-399
- Strohmer, T., Heath, R.W., Grassmannian frames with applications to coding and communication (2003) Appl. Comput. Harmon. Anal., 14 (3), pp. 257-275
- Zauner, G., (1999) Quantendesigns: Grundzüge Einer Nichtkommutativen Designtheorie, , PhD thesis, University of Vienna
- Chien, T.-Y., (2015) Equiangular Lines, Projective Symmetries and Nice Error Frames, , PhD thesis, University of Auckland
- Kutyniok, G., Pezeshki, A., Calderbank, R., Liu, T., Robust dimension reduction, fusion frames, and grassmannian packings (2009) Appl. Comput. Harmon. Anal., 26 (1), pp. 64-76
- Casazza, P.G., Heinecke, A., Kutyniok, G., Optimally sparse fusion frames: Existence and construction (2011) Proc. SampTA'11
- Cand'Es, E.J., Romberg, J.K., Tao, T., Stable signal recovery from incomplete and inaccurate measurements (2006) Comm. Pure Appl. Math., 59 (8), pp. 1207-1223
- Chen, S.S., Donoho, D.L., Saunders, M.A., Atomic decomposition by basis pursuit (1998) SIAM J. Sci. Comput., 20 (1), pp. 33-61
- Grant, M., Boyd, S., (2014) CVX: Matlab Software for Disciplined Convex Programming, Version 2.1., , http://cvxr.com/cvx, Mar
- Alltop, W.O., Complex sequences with low periodic correlations (1980) IEEE Trans. Inf. Theory, 26 (3), pp. 350-354A4 - The Society of Photo-Optical Instrumentation Engineers (SPIE)
Citas:
---------- APA ----------
Bojarovska, I., Paternostro, V., Goyal V.K., Van De Ville D., Van De Ville, Papadakis M., Van De Ville D.,..., The Society of Photo-Optical Instrumentation Engineers (SPIE)
(2015)
. Gabor fusion frames generated by difference sets. Wavelets and Sparsity XVI, 9597.
http://dx.doi.org/10.1117/12.2186394---------- CHICAGO ----------
Bojarovska, I., Paternostro, V., Goyal V.K., Van De Ville D., Van De Ville, Papadakis M., et al.
"Gabor fusion frames generated by difference sets"
. Wavelets and Sparsity XVI 9597
(2015).
http://dx.doi.org/10.1117/12.2186394---------- MLA ----------
Bojarovska, I., Paternostro, V., Goyal V.K., Van De Ville D., Van De Ville, Papadakis M., et al.
"Gabor fusion frames generated by difference sets"
. Wavelets and Sparsity XVI, vol. 9597, 2015.
http://dx.doi.org/10.1117/12.2186394---------- VANCOUVER ----------
Bojarovska, I., Paternostro, V., Goyal V.K., Van De Ville D., Van De Ville, Papadakis M., et al. Gabor fusion frames generated by difference sets. Proc SPIE Int Soc Opt Eng. 2015;9597.
http://dx.doi.org/10.1117/12.2186394