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Proceedings of Machine Learning Research | Active Learning and Experimental Design workshop In conjunction with AISTATS 2010 Held in Sardinia, Italy on 16 May 2010 Published as Volume 16 by the Proceedings of Machine Learning Research on 21 April 2011. Volume Edited by: Isabelle Guyon Gavin Cawley Gideon Dror Vincent Lemaire Alexander Statnikov Series Editors: Neil D. Lawrence
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Volume 16: Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, 16 May 2010, Sardinia, Italy

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Editors: Isabelle Guyon, Gavin Cawley, Gideon Dror, Vincent Lemaire, Alexander Statnikov

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Contents:

Tutorial

From Theories to Queries: Active Learning in Practice

Burr Settles; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:1-18

Active Learning Challenge

Case Studies in Active Learning

Autonomous Experimentation:Active Learning for Enzyme Response Characterisation

Cliff Lovell, Gareth Jones, Steve R. Gunn, Klaus-Peter Zauner; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:141-155

Managing Uncertainty within the KTD Framework

Matthieu Geist, Olivier Pietquin; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:157-168

Inspecting Sample Reusability for Active Learning

Katrin Tomanek, Katherina Morik; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:169-181

Results of the Active Learning Challenge

Isabelle Guyon, Gavin C. Cawley, Gideon Dror, Vincent Lemaire; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:19-45

Baseline Methods for Active Learning

Gavin C. Cawley; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:47-57

Active Batch Learning with Stochastic Query-by-Forest (SQBF)

Alexander Borisov, Eugene Tuv, George Runger; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:59-69

Active Learning and Experimental Design with SVMs

Chia-Hua Ho, Ming-Hen Tsai, Chih-Jen Lin; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:71-84

Stochastic Semi-supervised Learning on Partially Labeled Imbalanced Data

Jianjun Xie, Tao Xiong; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:85-98

An Active Learning Algorithm Based on Parzen Window Classiffication

Liang Lan, Haidong Shi, Zhuang Wang, Slobodan Vucetic; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:99-112

Active Learning for Unbalanced Data in the Challenge with Multiple Models and Biasing

Yukun Chen, Subramani Mani; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:113-126

Active Learning with Clustering

Zalán Bodó, Zsolt Minier, Lehel Csató; Active Learning and Experimental Design workshop In conjunction with AISTATS 2010, PMLR 16:127-139

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