Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach.
Masaki AdachiSatoshi HayakawaMartin JørgensenXingchen WanVu NguyenHarald OberhauserMichael A. OsbornePublished in: AISTATS (2024)
Keyphrases
- active learning
- batch mode
- data driven
- generative model
- adaptive systems
- probabilistic model
- bayesian networks
- probabilistic approaches
- machine learning
- information theoretic
- genetic algorithm
- context sensitive
- random sampling
- experimental design
- annotation effort
- active learning strategies
- learning strategies
- batch mode active learning
- incremental learning
- semi supervised learning
- online learning
- prior knowledge
- information retrieval