A Mathematical Introduction to Compressive Sensing by Simon Foucart & Holger Rauhut
Author:Simon Foucart & Holger Rauhut
Language: eng
Format: epub
Publisher: Springer New York, New York, NY
9.10. D-RIP
Let (the dictionary) with M ≥ N and let (the measurement matrix). The restricted isometry constants δ s adapted to are defined as the smallest constants such that
for all of the form for some s-sparse .
If is an m ×N subgaussian random matrix, show that the restricted isometry constants adapted to of satisfy with probability at least provided that
9.11. Recovery with random Gaussian noise on the measurements.
(a)Let be a random vector with independent mean-zero Gaussian entries of variance σ 2. Show that with probability at least 1 − e − m ∕ 2.
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