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Active Learning and Experimental Design workshop, In conjunction with AISTATS 2010
- Isabelle Guyon, Gavin C. Cawley, Gideon Dror, Vincent Lemaire, Alexander R. Statnikov:
Active Learning and Experimental Design workshop, In conjunction with AISTATS 2010, Sardinia, Italy, May 16, 2010. JMLR Proceedings 16, JMLR.org 2011
Tutorial
- Burr Settles:
From Theories to Queries. 1-18
Active Learning Challenge
- Isabelle Guyon, Gavin C. Cawley, Gideon Dror, Vincent Lemaire:
Results of the Active Learning Challenge. 19-45 - Gavin C. Cawley:
Baseline Methods for Active Learning. 47-57 - Alexander Borisov, Eugene Tuv, George C. Runger:
Active Batch Learning with Tree Ensembles. 59-69 - C.-H. Ho, M.-H. Tsai, C.-J. Lin:
Active Learning and Experimental Design with SVMs. 71-84 - J. Xie, T. Xiong:
Stochastic Semi-supervised Learning. 85-98 - Liang Lan, Haidong Shi, Zhuang Wang, Slobodan Vucetic:
Active Learning Based on Parzen Window. 99-112 - Yukun Chen, Subramani Mani:
Active Learning for Unbalanced Data in the Challenge with Multiple Models and Biasing. 113-126 - Zalán Bodó, Zsolt Minier, Lehel Csató:
Active Learning with Clustering. 127-139
Case Studies in Active Learning
- Chris Lovell, Gareth L. Jones, Steve R. Gunn, Klaus-Peter Zauner:
Autonomous Experimentation. 141-155 - Matthieu Geist, Olivier Pietquin:
Managing Uncertainty within KTD. 157-168 - Katrin Tomanek, Katharina Morik:
Inspecting Sample Reusability for Active Learning. 169-181
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