Randomized algorithms for combinatorial and discrete optimization Randomized algorithms for machine learning on networks Deadlines CU Internal Deadline: 11:59pm MST May 2, 2022 DOE Pre-Application ...

We introduce a randomized algorithm for overdetermined linear least-squares regression. Given an arbitrary full-rank m × n matrix A with m ≥ n, any m × 1 vector b, and any positive real number ε, the ...