
Chapter 18
Compressed Sensing
18.1 Compressed Sensing .............................................. 245
18.2 Sparse Solutions .................................................. 247
18.3 Minimum One-Norm Solutions .................................. 247
18.3.1 Why the One-Norm? .................................... 248
18.3.2 Comparison with the PDFT ............................. 249
18.3.3 Iterative Reweighting .................................... 250
18.4 Why Sparseness? ................................................. 250
18.4.1 Signal Analysis .......................................... 251
18.4.2 Locally Constant Signals ................................ ...