7 citations · 10 across the 11 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.LG2022★ 7 cited
Weighted Ensembles for Active Learning with Adaptivity
Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
Labeled data can be expensive to acquire in several application domains, including medical imaging, robotics, and computer vision. To efficiently train machine learning models unde…
stat.ML2022★ 1 cited
Surrogate modeling for Bayesian optimization beyond a single Gaussian process
Qin Lu, Konstantinos D. Polyzos, Bingcong Li +1
Bayesian optimization (BO) has well-documented merits for optimizing black-box functions with an expensive evaluation cost. Such functions emerge in applications as diverse as hype…