Improving Generalization with Active Learning
Machine Learning - Special issue on structured connectionist systems
Selective Sampling Using the Query by Committee Algorithm
Machine Learning
Less is More: Active Learning with Support Vector Machines
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
The Journal of Machine Learning Research
ICML '06 Proceedings of the 23rd international conference on Machine learning
Performance thresholding in practical text classification
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
A bound on the label complexity of agnostic active learning
Proceedings of the 24th international conference on Machine learning
Minimax bounds for active learning
COLT'07 Proceedings of the 20th annual conference on Learning theory
COLT'07 Proceedings of the 20th annual conference on Learning theory
Importance weighted active learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
On proper unit selection in active learning: co-selection effects for named entity recognition
HLT '09 Proceedings of the NAACL HLT 2009 Workshop on Active Learning for Natural Language Processing
A self-training approach to cost sensitive uncertainty sampling
Machine Learning
Active learning for statistical phrase-based machine translation
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Efficient Coverage of Case Space with Active Learning
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Curiosity driven incremental LDA agent active learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
d-Confidence: an active learning strategy which efficiently identifies small classes
ALNLP '10 Proceedings of the NAACL HLT 2010 Workshop on Active Learning for Natural Language Processing
Theoretical Computer Science
Dual active feature and sample selection for graph classification
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
The inductive software engineering manifesto: principles for industrial data mining
Proceedings of the International Workshop on Machine Learning Technologies in Software Engineering
Remote sensing image segmentation by active queries
Pattern Recognition
Unlabeled data and multiple views
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Active sampling for entity matching
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Generating balanced classifier-independent training samples from unlabeled data
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Enhancing image retrieval by an exploration-exploitation approach
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Exploring label dependency in active learning for phenotype mapping
BioNLP '12 Proceedings of the 2012 Workshop on Biomedical Natural Language Processing
ASK: adaptive sampling kit for performance characterization
Euro-Par'12 Proceedings of the 18th international conference on Parallel Processing
Efficiently learning the preferences of people
Machine Learning
Active Sampling for Entity Matching with Guarantees
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Active labeling application applied to food-related object recognition
Proceedings of the 5th international workshop on Multimedia for cooking & eating activities
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Cost-sensitive active learning for computer-assisted translation
Pattern Recognition Letters
An ensemble-clustering-based distance metric and its applications
International Journal of Business Intelligence and Data Mining
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We present an active learning scheme that exploits cluster structure in data.