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Journal Papers
PreprintsT.
Blumensath; "Compressed
Sensing
with Nonlinear Observations,"
preprint, 2010 [Download preprint
(06/06/10)]
Accepted and published
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Refereed
Conference
Papers
T. Blumensath and M. E. Davies; "Compressed sensing signal models - to infinity and beyond?", in Proc. of SAMPTA'09, Marseille, France, 2009. [Download form HAL] T. Blumensath and M. E. Davies; "How to use the Iterative Hard Thresholding algorithm", in Proc. of SPARS09, Saint-Malo, France, 2009. [Download article: pdf] T. Blumensath and M. E. Davies; "A Simple, Efficient and Near Optimal Algorithm for Compressed Sensing", ICASSP, 2009. [Download article: pdf] M. Yaghoobi, T. Blumensath and M. E. Davies; "Parsimonious Dictionary Learning", ICASSP, 2009. [Download article: pdf] T. Blumensath and M. E. Davies; "Gradient Pursuit for Non-Linear Sparse Signal Modelling", European Signal Processing Conference (EUSIPCO), Lausanne, Switzerland, April 2008. [Download article: pdf] M. Yaghoobi, T. Blumensath, M. E. Davies; "Regularized Dictionary Learning for Sparse Approximation", European Signal Processing Conference (EUSIPCO), Lausanne, Switzerland, April 2008. [Download article: pdf] M.E. Davies and T. Blumensath; "Faster & Greedier: algorithms for sparse reconstruction of large datasets ", invited paper to the third IEEE International Symposium on Communications, Control, and Signal Processing, St Julians, Malta, March 2008. [Download article: pdf] S. Bhattacharya, T. Blumensath, B. Mulgrew, M.E. Davies; "Fast encoding of synthetic aperture radar raw data using compressed sensing", IEEE Workshop on Statistical Signal Processing, Madison, USA, August 2007 T. Blumensath, M. E. Davies; "Compressed Sensing and Source Separation", International Conference on Independent Component Analysis and Signal Separation, London, UK, September 2007. [Download article: pdf] The original publication is available at www.springerlink.com. T. Blumensath, M. E. Davies; "In Greedy Pursuit of New Directions: (Nearly) Orthogonal Matching Pursuit by Directional Optimisation", European Signal Processing Conference (EUSIPCO), Pozna, Poland, September 2007. [Download article: pdf] M. Yaghoobi, T. Blumensath, M. E. Davies; "Quantized Sparse Approximation with Iterative Thresholding for Audio Coding", IEEE International Conference on Acoustics, Speech and Signal Processing, Honolulu, USA, April 2007. [Download article: pdf] T.
Blumensath, M. Yaghoobi, M. E. Davies; "Iterative
Hard
Thresholding and L0 Regularisation",
IEEE International
Conference on Acoustics,
Speech and Signal Processing, Honolulu, USA, April
2007. [Download article:
pdf] M. D.
Plumbley, S. A. Abdallah, T. Blumensath, M. G.
Jafari, A. Nesbit, E.
Vincent and B. Wang. "Musical
audio
analysis
using
sparse
representations". In
Proceedings of 17th COMPSTAT 2006 (17th Symposium of
IASC-ERS), Rome,
Italy, Aug-Sept 2006. [Download article: pdf] T. Blumensath, M. E. Davies; "Shift-Invariant Sparse Coding for Single Channel Blind Source Separation", Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS'05), pp.75-78, Rennes, France, November 2005. [Download article: pdf] T. Blumensath, M. E. Davies; "Enforcing Sparsity, Shift-Invariance and Positivity in a Bayesian Model of Polyphonic Music", IEEE Workshop on Statistical Signal Processing, Bordeaux, France, July 2005. [Download article: pdf] [Download poster: part1.pdf; part2.pdf] T. Blumensath, M. E. Davies; "A fast Importance Sampling Algorithm for Unsupervised Learning of Over-Complete Dictionaries", IEEE International Conference on Acoustics, Speech and Signal Processing, vol. 5, pp. 213-216, Philadelphia, USA, March 2005. [Download article: pdf] T.
Blumensath, M. E. Davies; "On
Shift-Invariant
Sparse Coding", in Proc. of the fifth
International
Conference on Independent Component Analysis and
Blind Source
Separation (ICA), Lecture notes in Computer Science
(LNCS 3195),
Springer Verlag, pp. 1205 -1212, Granada,
Spain, September 2004.
[Download article:
pdf] The original
publication is available at www.springerlink.com.
T. Blumensath, M. E. Davies; "Unsupervised Learning of Sparse and Shift-Invariant Decompositions of Polyphonic Music", IEEE International Conference on Acoustics, Speech and Signal Processing,vol. 5, pp. 497-500, Montreal, Canada, May 2004. [Download article: pdf] |
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Other
Publications
T.
Blumensath, M. E. Davies; "Fast
compressed-sensing reconstruction for
magnetic-resonance imaging", SPIE
Newsroom, 15 January, 2009
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Unpublished
Manuscripts
T. Blumensath, M. E. Davies; "On the Difference Between Orthogonal Matching Pursuit and Orthogonal Least Squares", manuscript version: March 2007. [Download manuscript: pdf] T. Blumensath, M. E. Davies; "Blind Separation of Maternal and Fetal ECG's Using any Number of Channels". [Download preprint: pdf] |
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Thesis T.
Blumensath; Bayesian
Modelling of
Music: Algorithmic
Advances and Experimental Studies of Shift-Invariant
Sparse Coding,
PhD
Thesis, Queen Mary, University of London", January
2006. [Download thesis:
pdf
(3MB)]
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