Georg Krempl

How to select information that matters

2015

Facing ever increasing volumes of data but limited human annotation capabilities, active learning strategies for selecting the most informative labels gain in importance. However, the choice of an appropriate active learning strategy itself is a …

A Stopping Criterion for Transductive Active Learning

2023 · Lecture notes in computer science

Abstract In transductive active learning, the goal is to determine the correct labels for an unlabeled, known dataset. Therefore, we can either ask an oracle to provide the right label at some cost or use …