@article{3b9183bfe47241e69350b70f2f71d6c3,
title = "Learning low-dimensional signal models",
abstract = "Sampling, coding, and streaming even the most essential data, e.g., in medical imaging and weather-monitoring applications, produce a data deluge that severely stresses the available analog-to-digital converter, communication bandwidth, and digital-storage resources. Surprisingly, while the ambient data dimension is large in many problems, the relevant information in the data can reside in a much lower dimensional space.",
keywords = "Analytical models, Bayesian methods, Data models, Manifolds, Monitoring, Training data",
author = "Lawrence Carin and Richard Baraniuk and Volkan Cevher and David Dunson and Michael Jordan and Guillermo Sapiro and Michael Wakin",
note = "Funding Information: Richard G. Baraniuk (richb@rice.edu) is the Victor E. Cameron Professor of Electrical and Computer Engineering at Rice University. His work on the Rice single-pixel compressive camera was selected by MIT Technology Review as a {\textquoteleft}{\textquoteleft}TR10 Top 10 Emerging Technology{\textquoteright}{\textquoteright} for 2007. He is a Fellow of the IEEE and the American Association for the Advancement of Science and has received national young investigator Awards from the National Science Foundation and the Office of Naval Research, the Rosenbaum Fellowship from the Isaac Newton Institute of Cambridge University, the ECE Young Alumni Achievement Award from the University of Illinois, and the Wavelet Pioneer Award from SPIE. He is the founder of Connexions. His research interests lie in new theory, algorithms, and hardware for sensing and signal processing. Funding Information: Guillermo Sapiro (guille@umn.edu) received his B.Sc. (summa cum laude), M.Sc., and Ph.D. degrees from the Department of Electrical Engineering at Technion, Israel Institute of Technology, in 1989, 1991, and 1993, respectively. After postdoctoral research at MIT, he became a member of technical staff at the research facilities of HP Labs in Palo Alto, California. He is currently with the Department of Electrical and Computer Engineering at the University of Minnesota, where he holds the position of Distinguished McKnight University Professor and Vincentine Hermes-Luh Chair in Electrical and Computer Engineering. He received the Gutwirth Scholarship for Special Excellence in Graduate Studies in 1991, the Ollendorff Fellowship for Excellence in Vision and Image Understanding Work in 1992, the Rothschild Fellowship for postdoctoral studies in 1993, the Office of Naval Research Young Investigator Award in 1998, the Presidential Early Career Awards for Scientist and Engineers (PECASE) in 1998, the NSF Career Award in 1999, and the National Security Science and Engineering Faculty Fellowship in 2010. He is the funding editor-in-chief of SIAM Journal on Imaging Sciences.",
year = "2011",
month = mar,
doi = "10.1109/MSP.2010.939733",
language = "English (US)",
volume = "28",
pages = "39--51",
journal = "IEEE Signal Processing Magazine",
issn = "1053-5888",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
number = "2",
}