Probabilistic Approach to Black-Box Binary Optimization with Budget Constraints: Application to Sensor Placement

We present a fully probabilistic approach for solving binary optimization problems with black-box objective functions and with budget constraints. In the probabilistic approach, the optimization variable is viewed as a random variable and is associated with a parametric probability distribution. The original optimization problem is replaced with an optimization over... Show more