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SPARS11: Signal Processing with Adaptive Sparse Structured Representations, June 27-30, 2011 University of Edinburgh, Edinburgh, Scotland http://ecos.maths.ed.ac.uk/SPARS11/ SPARS11 is the fourth edition of the bi-annual meeting on the theory and application of sparse approximation, including but not limited to compressed sensing and matrix completion. Plenary talks will be given by: David L. Donoho (Stanford), Stephen J. Wright (Wisconsin), David J. Brady (Duke), Yi Ma (Illinois), Joel Tropp (CalTech), Remi Gribonval (INRIA), Martin Vetterli (EPFL) Francis Bach (Laboratoire d'Informatique de l'E.N.S). In addition to the above eight plenary speakers we welcome all working on sparsity related topics to join us and present their work. We will have slots available for 66 speakers and a poster session for those that cannot be accommodated in the talk schedule. Speakers will be selected based upon submitted one page extended abstracts which are due by April 1st 2011. The event is subsidised by the EPSRC, LMS, ICMS, ECoS, and INRIA. Registration fees are 70 GBP for doctoral and masters students, and 140 GBP for faculty, postdocs, and industry representatives. Registration due by May 15th 2011. Support is available to provide free accommodations for approximately thirty early career researchers. Organizers: Coralia Cartis, Mike Davies, and Jared Tanner Please contact the organizers for any outstanding questions. You may leave the list at any time by sending the command SIGNOFF allstat to [log in to unmask], leaving the subject line blank.