2 papers
math.OC2026
Probabilistic Approach to Black-Box Binary Optimization with Budget Constraints: Application to Sensor Placement
Ahmed Attia
This paper presents a fully probabilistic approach for solving optimal experimental design problems under budget constraints. The experimental design is viewed as a random variable…
math.NA2025
Robust optimal design of large-scale Bayesian nonlinear inverse problems
Abhijit Chowdhary, Ahmed Attia, Alen Alexanderian
We consider robust optimal experimental design (ROED) for nonlinear Bayesian inverse problems governed by partial differential equations (PDEs). An optimal design is one that maxim…