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Volume 27: Proceedings of ICML Workshop on Unsupervised and Transfer Learning, 02 July 2011, Bellevue, Washington, USA
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Editors: Isabelle Guyon, Gideon Dror, Vincent Lemaire, Graham Taylor, Daniel Silver
Introduction
ICML2011 Unsupervised and Transfer Learning Workshop
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:1-15
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Fundamentals and theory
Deep Learning of Representations for Unsupervised and Transfer Learning
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:17-36
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Autoencoders, Unsupervised Learning, and Deep Architectures
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:37-49
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Information Theoretic Model Selection for Pattern Analysis
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:51-64
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Clustering: Science or Art?
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:65-79
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Challenge contributions
Transfer Learning by Kernel Meta-Learning
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:81-95
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Unsupervised and Transfer Learning Challenge: a Deep Learning Approach
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:97-110
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Stochastic Unsupervised Learning on Unlabeled Data
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:111-122
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Advances in transfer learning
Transfer Learning with Cluster Ensembles
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:123-132
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Divide and Transfer: an Exploration of Segmented Transfer to Detect Wikipedia Vandalism
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:133-144
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Self-measuring Similarity for Multi-task Gaussian Process
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:145-153
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Transfer Learning for Auto-gating of Flow Cytometry Data
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:155-165
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Inductive Transfer for Bayesian Network Structure Learning
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:167-180
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Unsupervised dimensionality reduction via gradient-based matrix factorization with two adaptive learning rates
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:181-194
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One-Shot Learning with a Hierarchical Nonparametric Bayesian Model
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:195-206
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Multitask Learning in Computational Biology
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:207-216
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Transfer Learning in Sequential Decision Problems: A Hierarchical Bayesian Approach
; Proceedings of ICML Workshop on Unsupervised and Transfer Learning, PMLR 27:217-227
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