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 ; 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 ; PMLR 16:141-155

Managing Uncertainty within the KTD Framework

Matthieu Geist, Olivier Pietquin ; PMLR 16:157-168

Inspecting Sample Reusability for Active Learning

Katrin Tomanek, Katherina Morik ; PMLR 16:169-181

Results of the Active Learning Challenge

Isabelle Guyon, Gavin C. Cawley, Gideon Dror, Vincent Lemaire ; PMLR 16:19-45

Baseline Methods for Active Learning

Gavin C. Cawley ; PMLR 16:47-57

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

Alexander Borisov, Eugene Tuv, George Runger ; PMLR 16:59-69

Active Learning and Experimental Design with SVMs

Chia-Hua Ho, Ming-Hen Tsai, Chih-Jen Lin ; PMLR 16:71-84

Stochastic Semi-supervised Learning on Partially Labeled Imbalanced Data

Jianjun Xie, Tao Xiong ; PMLR 16:85-98

An Active Learning Algorithm Based on Parzen Window Classiffication

Liang Lan, Haidong Shi, Zhuang Wang, Slobodan Vucetic ; PMLR 16:99-112

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

Yukun Chen, Subramani Mani ; PMLR 16:113-126

Active Learning with Clustering

Zalán Bodó, Zsolt Minier, Lehel Csató ; PMLR 16:127-139

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