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Steven G. Johnson 2023-04-10 10:40:34 -04:00
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* Compressive sensing (CS) and ℓ¹ regularization (LASSO etc.).
**Further reading:** There are many tutorials and other information on CS/LASSO/etcetera online. For example, these [Rice Univ. tutorial slides (2019)](https://www.epfl.ch/labs/lions/wp-content/uploads/2019/01/Volkan-CS-IPSN09-tutorial-part-1.pdf) by Volkan Cevher are fairly accessible.
**Further reading:** Strang textbook, section III.5. There are many tutorials and other information on CS/LASSO/etcetera online. For example, these [Rice Univ. tutorial slides (Cevher, 2019)](https://www.epfl.ch/labs/lions/wp-content/uploads/2019/01/Volkan-CS-IPSN09-tutorial-part-1.pdf) or [Princeton Slides (Cheng, 2014)](https://3dvision.princeton.edu/courses/COS598/2014sp/slides/lecture20_Compressive_Sensing.pdf) are fairly accessible. For compressed sensing in MRI, see e.g. the slides by [Lustig et al.](https://pages.cs.wisc.edu/~brecht/cs838docs/deshpande.project.pdf) and [Tamir (2019)](http://users.ece.utexas.edu/~jtamir/files/jtamir_compressed_sensing_ismrm19.pdf) and many other sources.