2 papers
cs.IT2026
Uniform Recovery of Structured Signals from Nonlinear Observations: Improved Error Rates
Pedro Abdalla, Radu Balan, Junren Chen
Consider the recovery of structured signals from nonlinear observations. Under Gaussian matrix and a large class of unknown nonlinear link functions, Plan and Vershynin (2016) show…
math.ST2024
Debiased LASSO under Poisson-Gauss Model
Pedro Abdalla, Gil Kur
Quantifying uncertainty in high-dimensional sparse linear regression is a fundamental task in statistics that arises in various applications. One of the most successful methods for…