Active Learning

Active Learning is a machine learning and statistical learning paradigm in which a learner adaptively selects informative unlabeled instances and queries an oracle for their labels so as to achieve target performance with a minimal number of labeled examples.

3.5K

Publications

234.6K

Citations

Authors

Institutions

Publications per year

2017–2026

1.7K

Variants

Active Learning For RoboticsQuery Learning

Parents

Machine LearningRobot LearningStatistical Learning

Children

Active Feature AcquisitionActive Learning For ClassificationActive Learning For ClusteringActive Learning For RegressionActive Learning For Structured PredictionActive Learning With Deep Neural NetworksActive Learning With Human FeedbackBatch Active LearningBayesian Active LearningCost-sensitive Active Learning

Publications

3.5K

Active learning increases student performance in science, engineering, and mathematics

Scott Freeman, Sarah L. Eddy, Miles McDonough et al. · Proceedings of the National Academy of Sciences · 2014 · 9.3K citations · Full text

Education, Higher Education, Teaching +10

Active Shape Models-Their Training and Application

T.F. Cootes, Chris Taylor, D. H. Cooper et al. · Computer Vision and Image Understanding · 1995 · 7.2K citations · Full text

Computing, Computer Science, 3D Modeling +11

Active Learning Literature Survey

Burr Settles · Minds at UW (University of Wisconsin) · 2009 · 4.8K citations · Full text

Computing, Computer Science, Machine Learning +9

A Survey on Multi-Task Learning

Yu Zhang, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2021 · 2.2K citations

Computing, Computer Science, Distributed Systems +16

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

Benjamin Echard, Nicolas Gayton, Maurice Lemaire · Structural Safety · 2011 · 1.9K citations

Computing, Computational Engineering, Machine Learning +13

1–5 of 3.5K

Authors

SH
Sheng-Jun Huang
Nanjing University of Aeronautics and Astronautics, China
21 publications · 1.4K citations
18
h-index
LB
Lorenzo Bruzzone
University of Trento, Italy
18 publications · 1.6K citations
17
h-index
SC
Steven C. H. Hoi
Nanyang Technological University, Singapore
19 publications · 1.7K citations
16
h-index
KG
Kristen Grauman
The University of Texas at Austin, United States
16 publications · 1.6K citations
16
h-index
JL
Jun Li
Sun Yat-sen University, China
17 publications · 2.3K citations
15
h-index

1–5 of 9K

Institutions

1–8 of 2K

Venues

arXiv (Cornell University)
Repository · 218 publications · 9.5K citations
44
h-index
IEEE Transactions on Geoscience and Remote Sensing
58 publications · 6.5K citations
40
h-index
Reliability Engineering & System Safety
33 publications · 1.7K citations
27
h-index
IEEE Transactions on Neural Networks and Learning Systems
30 publications · 2.2K citations
26
h-index
Neurocomputing
50 publications · 2K citations
26
h-index

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