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

B. Settles ; PMLR 16:1-18

Active Learning Challenge

Case Studies in Active Learning

Autonomous Experimentation:Active Learning for Enzyme Response Characterisation

C. Lovell, G. Jones, S.R. Gunn, K.-P. Zauner ; PMLR 16:141-155

Managing Uncertainty within the KTD Framework

M. Geist, O. Pietquin ; PMLR 16:157-168

Inspecting Sample Reusability for Active Learning

K. Tomanek, K. Morik ; PMLR 16:169-181

Results of the Active Learning Challenge

I. Guyon, G. Cawley, G. Dror, V. Lemaire ; PMLR 16:19-45

Baseline Methods for Active Learning

G.C. Cawley ; PMLR 16:47-57

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

A. Borisov, E. Tuv, G. Runger ; PMLR 16:59-69

Active Learning and Experimental Design with SVMs

C.-H. Ho, M.-H. Tsai, C.-J. Lin ; PMLR 16:71-84

Stochastic Semi-supervised Learning on Partially Labeled Imbalanced Data

J. Xie, T. Xiong ; PMLR 16:85-98

An Active Learning Algorithm Based on Parzen Window Classiffication

L. Lan, H. Shi, Z. Wang, S. Vucetic ; PMLR 16:99-112

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

Y. Chen, S. Mani ; PMLR 16:113-126

Active Learning with Clustering

Z. Bodó, Z. Minier, L. Csató ; PMLR 16:127-139

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