6 problems
- 0 votes0 replies0 views
Magnitude-independence conjecture for approximate support recovery by OMP
Let be a -sparse signal, let be its noisy measurements, and run OMP for iterations. Write … for the support-recovery error rate, and let…
- 0 votes0 replies0 views
Interactive privacy improves support recovery
Let denote the data vector observed by the -th data-holder. A privacy mechanism is interactive when the randomization of may use publicly available information from…
- 0 votes0 replies0 views
Gamarnik–Zadik support-recovery hardness conjecture for general sparse signals
Let be a general -sparse vector with , and let and denote the information-theoretic and algorithmic sample-siz…
- 0 votes0 replies0 views
Polynomial-time support-recovery barrier for sparse PCA
Consider the single-spike model with dimension , sample size , spike support size , and signal strength . Let denote the sparse spike, and let…
- 0 votes0 replies0 views
DFT and Haar sensing matrices conjecture for support recovery
DFT–Haar equivalence conjecture. The solution for a deterministic DFT matrix coincides with the solution for a Haar-distributed .
- 0 votes0 replies0 views
Sharpness conjecture for block-regularized support recovery
Let be the sample size, the ambient dimension, and the number of active predictors in a multivariate regression problem. Let be the true regression matrix, let…