Hierarchical sampling for active learning

Latent dirichlet allocation

David M. Blei, Andrew Y. Ng, Michael I. Jordan · Journal of Machine Learning Research · 2003 · 27K citations

Computing, Computer Science, Computational Linguistics +6

Improving Generalization with Active Learning

David Cohn, Les Atlas, Richard E. Ladner · Machine Learning · 1994 · 1.3K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Selective Sampling Using the Query by Committee Algorithm

Yoav Freund, H. Sebastian Seung, Eli Shamir et al. · Machine Learning · 1997 · 1.1K citations · Full text

Computing, Computer Science, Decision Sciences +10

Less is More: Active Learning with Support Vector Machines

Greg Schohn, David Cohn · 2000 · 776 citations

Computing, Computer Science, Artificial Intelligence +9

Agnostic active learning

Maria-Florina Balcan, Alina Beygelzimer, John Langford · 2006 · 286 citations

Computing, Computer Science, Algorithms +11