Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Learning with progressive transductive support vector machine
Pattern Recognition Letters
Support vector machine active learning with applications to text classification
The Journal of Machine Learning Research
A Probabilistic Active Support Vector Learning Algorithm
IEEE Transactions on Pattern Analysis and Machine Intelligence
Online Choice of Active Learning Algorithms
The Journal of Machine Learning Research
Active learning of label ranking functions
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Active learning using pre-clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Segmentation of multispectral remote sensing images using active support vector machines
Pattern Recognition Letters
Convergence and Application of Online Active Sampling Using Orthogonal Pillar Vectors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Retrieval of difficult image classes using svd-based relevance feedback
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
A Bayesian approach toward active learning for collaborative filtering
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
An Incremental Learning Strategy for Support Vector Regression
Neural Processing Letters
Stochastic scheduling of active support vector learning algorithms
Proceedings of the 2005 ACM symposium on Applied computing
ICML '05 Proceedings of the 22nd international conference on Machine learning
Balancing Exploration and Exploitation: A New Algorithm for Active Machine Learning
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Large-scale text categorization by batch mode active learning
Proceedings of the 15th international conference on World Wide Web
Batch mode active learning and its application to medical image classification
ICML '06 Proceedings of the 23rd international conference on Machine learning
Confidence-Based Active Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient semantic annotation method for indexing large personal video database
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Fast Kernel Classifiers with Online and Active Learning
The Journal of Machine Learning Research
Margin-based active learning for LVQ networks
Neurocomputing
Neighborhood Property--Based Pattern Selection for Support Vector Machines
Neural Computation
Worst-Case Analysis of Selective Sampling for Linear Classification
The Journal of Machine Learning Research
A stopping criterion for active learning
Computer Speech and Language
Repairing self-confident active-transductive learners using systematic exploration
Pattern Recognition Letters
Active Learning with Support Vector Machines for Tornado Prediction
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
Dynamic Distance-Based Active Learning with SVM
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
An Active Learning Method Based on Most Possible Misclassification Sampling Using Committee
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Improving supervised learning performance by using fuzzy clustering method to select training data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Fuzzy theory and technology with applications
An exploration of diversified user strategies for image retrieval with relevance feedback
Journal of Visual Languages and Computing
Two-Phased Active Support Kernel Machine Learning
New Frontiers in Applied Data Mining
Adapting svm for data sparseness and imbalance: A case study in information extraction
Natural Language Engineering
Data preparation for sample-based face detection
International Journal of Computer Applications in Technology
Learning to segment from a few well-selected training images
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Effective multi-label active learning for text classification
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Generative prior knowledge for discriminative classification
Journal of Artificial Intelligence Research
Active learning with multiple views
Journal of Artificial Intelligence Research
Optimistic active learning using mutual information
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Maximum margin coresets for active and noise tolerant learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Unsupervised active learning based on hierarchical graph-theoretic clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Mine the easy, classify the hard: a semi-supervised approach to automatic sentiment classification
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
An improved sample selection algorithm in fuzzy decision tree induction
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Confidence-based stopping criteria for active learning for data annotation
ACM Transactions on Speech and Language Processing (TSLP)
Novel classification and segmentation techniques with application to remotely sensed images
Transactions on rough sets VII
Cost-minimising strategies for data labelling: optimal stopping and active learning
FoIKS'08 Proceedings of the 5th international conference on Foundations of information and knowledge systems
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Batch mode active learning based multi-view text classification
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Active learning for ranking through expected loss optimization
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Active learning from stream data using optimal weight classifier ensemble
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Bootstrapping SVM active learning by incorporating unlabelled images for image retrieval
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Active learning with adaptive regularization
Pattern Recognition
Discriminative experimental design
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Rotational prior knowledge for SVMs
ECML'05 Proceedings of the 16th European conference on Machine Learning
Sample selection strategies for relevance feedback in region-based image retrieval
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
An extension of the aspect PLSA model to active and semi-supervised learning for text classification
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
A cluster-assumption based batch mode active learning technique
Pattern Recognition Letters
Inconsistency-based active learning for support vector machines
Pattern Recognition
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Batch mode active sampling based on marginal probability distribution matching
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Active spectral clustering via iterative uncertainty reduction
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
Activized learning: transforming passive to active with improved label complexity
The Journal of Machine Learning Research
New algorithms for budgeted learning
Machine Learning
Sampling attack against active learning in adversarial environment
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Robust active learning for linear regression via density power divergence
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
A theory of transfer learning with applications to active learning
Machine Learning
Combining active learning and semi-supervised learning to construct SVM classifier
Knowledge-Based Systems
A new probabilistic active sample selection algorithm for class imbalance problem
International Journal of Knowledge Engineering and Soft Data Paradigms
Querying discriminative and representative samples for batch mode active learning
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Batch Mode Active Sampling Based on Marginal Probability Distribution Matching
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Active learning for noisy oracle via density power divergence
Neural Networks
Active learning with multi-label SVM classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A two-phase hybrid of semi-supervised and active learning approach for sequence labeling
Intelligent Data Analysis
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