PPT-An ALPS’ view of Sparse Recovery

Volkan Cevher volkancevherepflch Laboratory for Information and Inference Systems LIONS httplionsepflch Linear Dimensionality Reduction Compressive sensing nonadaptive measurements. Some General Facts. The Alps make up one of the great mountain range systems in Europe. The Alps stretch from Austria and Slovenia in the east through Italy, Switzerland, Liechtenstein, Germany, France, and Monaco in the west. The Alps are the largest mountain range in Europe, stretching 1,200km across Austria, France, Germany, Italy, Liechtenstein, Slovenia and Switzerland. They were formed 30 million years ago when the African and European continental plates collided. . Grant Thornton, Nominated Adviser Tel: +44 (0) 20 7383 5100 Colin Aaronson / Jen Clarke www.grant-thornton.co.uk Raja . Giryes. ICASSP 2011. Volkan. Cevher. Agenda. The sparse approximation problem. Algorithms and pre-run guarantees. Online performance guarantees. Performance bound. Parameter selection. 2. Sparse approximation. World Book . Pages 32 - 37. The Iceman was discovered in 1991 in the Alps Mountains.. The Alps are Europe’s highest mountain range.. They are covered with ice slabs called glaciers.. When the police recovered the body they collected some items that were scattered around the body.. Full storage:. . 2-dimensional array.. (nrows*ncols) memory.. 31. 0. 53. 0. 59. 0. 41. 26. 0. 31. 41. 59. 26. 53. 1. 3. 2. 3. 1. Sparse storage:. . Compressed storage by columns . (CSC).. Three 1-dimensional arrays.. . Michael Elad. The Computer Science Department. The Technion – Israel Institute of technology. Haifa 32000, Israel. MS45: Recent Advances in Sparse and . Non-local Image Regularization - Part III of III. Compressive. Sensing. Volkan . Cevher. volkan@rice.edu. Marco Duarte. Chinmay Hegde. Richard . Baraniuk. Dimensionality Reduction. Compressive sensing. non-adaptive measurements. Sparse Bayesian learning. Tianzhu . Zhang. 1,2. , . Adel Bibi. 1. , . Bernard Ghanem. 1. 1. 2. Circulant. Primal . Formulation. 3. Dual Formulation. Fourier Domain. Time . Domain. Here, the inverse Fourier transform is for each . Sparse Matrices. Morteza. . Mardani. , Gonzalo . Mateos. and . Georgios. . Giannakis. ECE Department, University of Minnesota. Acknowledgments. : . MURI (AFOSR FA9550-10-1-0567) grant. Ann Arbor, USA. onycholysis. of 10 days duration.. CBC . : Mild anemia, . ESR. :40. Physical exam. : bilateral cervical LAP, enlarged tonsils, . splenomegaly. (7-8cm BCM), falling nails and toes.. Chest CT scan. at . DESY . and prospects . for . future light-shining-through-a-wall . experiments. NORDITA. Axion. Dark Matter Workshop, 5-9 December 2016. Outline. Light-shining-through-a-wall illuminating . axion. Axel Lindner . DESY . Any Light Particle Search II. IAXO workshop, . Frascati. , 18 April 2016. ALPS II motivation: a bibliometric look. Key words “. axion. ”, “. relaxion. ”, “. axion. -like particle”, “WISP”. Annual Workshop. 16 January 2018. a. a. ALPS . IIc. in the HERA tunnel. Brief scientific motivation. Light-shining-through-walls with resonant regeneration and. s. tatus of ALPS II at DESY. JURA: exploiting the power of modern dipole magnets.