Efficient Active Learning for Gaussian Process Classification by Error Reduction

no code implementations • NeurIPS 2021 • Guang Zhao, Edward Dougherty, Byung-Jun Yoon, Francis Alexander, Xiaoning Qian

Moreover, as the EER is not smooth, it can not be combined with gradient-based optimization techniques to efficiently explore the continuous instance space for query synthesis.

Active Learning Classification +1

Uncertainty-aware Active Learning for Optimal Bayesian Classifier

no code implementations • ICLR 2021 • Guang Zhao, Edward Dougherty, Byung-Jun Yoon, Francis Alexander, Xiaoning Qian

For pool-based active learning, in each iteration a candidate training sample is chosen for labeling by optimizing an acquisition function.

Active Learning Classification +1