Online Active Learning of Reject Option Classifiers

Understand

Active learning is an important technique to reduce the number of labeled examples in supervised learning.

• Active learning for binary classification has been well addressed in machine learning.
• However, active learning of the reject option classifier remains unaddressed.
• In this paper, we propose novel algorithms for active learning of reject option classifiers.