Active + Semi-supervised Learning = Robust Multi-View Learning

Cluster ensembles --- a knowledge reuse framework for combining multiple partitions

The Journal of Machine Learning Research

Building Text Classifiers Using Positive and Unlabeled Examples

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Using the structure of Web sites for automatic segmentation of tables

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

Multi-Relational Learning, Text Mining, and Semi-Supervised Learning for Functional Genomics

Machine Learning

Co-EM support vector learning

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Weakly supervised natural language learning without redundant views

NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1

Semi-supervised learning with an imperfect supervisor

Knowledge and Information Systems

Bootstrapping coreference classifiers with multiple machine learning algorithms

EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing

An active approach to spoken language processing

ACM Transactions on Speech and Language Processing (TSLP)

Performance thresholding in practical text classification

CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

Active EM to reduce noise in activity recognition

Proceedings of the 12th international conference on Intelligent user interfaces

Email answering assistance by semi-supervised text classification

Intelligent Data Analysis

Experience sampling for building predictive user models: a comparative study

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems

Automatic medical image annotation and retrieval

Neurocomputing

Exploring hedge identification in biomedical literature

Journal of Biomedical Informatics

SVM based adaptive learning method for text classification from positive and unlabeled documents

Knowledge and Information Systems

Towards `Interactive' Active Learning in Multi-view Feature Sets for Information Extraction

ECML '07 Proceedings of the 18th European conference on Machine Learning

Semi-supervised co-training and active learning based approach for multi-view intrusion detection

Proceedings of the 2009 ACM symposium on Applied Computing

Multi-view kernel machine on single-view data

Neurocomputing

Using graph-based metrics with empirical risk minimization to speed up active learning on networked data

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Active Learning with Automatic Soft Labeling for Induction of Decision Trees

Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence

Efficient Learning from Few Labeled Examples

ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks

Multi-view Semi-supervised Learning: An Approach to Obtain Different Views from Text Datasets

Proceedings of the 2005 conference on Advances in Logic Based Intelligent Systems: Selected Papers of LAPTEC 2005

Spoken language understanding using weakly supervised learning

Computer Speech and Language

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

Selective supervision: guiding supervised learning with decision-theoretic active learning

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Detecting changes in unlabeled data streams using martingale

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Active learning with strong and weak views: a case study on wrapper induction

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Semi-supervised learning with explicit misclassification modeling

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Learning to classify texts using positive and unlabeled data

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Semi-supervised active learning for sequence labeling

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

Convex Mixture Models for Multi-view Clustering

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II

Query Selection via Weighted Entropy in Graph-Based Semi-supervised Classification

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

Gaussian Processes for Object Categorization

International Journal of Computer Vision

Image segmentation using co-EM strategy

ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II

Multiple-view multiple-learner active learning

Pattern Recognition

A Novel Regularization Learning for Single-View Patterns: Multi-View Discriminative Regularization

Neural Processing Letters

Exploiting tag and word correlations for improved webpage clustering

SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents

Active learning in multimedia annotation and retrieval: A survey

ACM Transactions on Intelligent Systems and Technology (TIST)

Multiple view clustering using a weighted combination of exemplar-based mixture models

IEEE Transactions on Neural Networks

Combining committee-based semi-supervised learning and active learning

Journal of Computer Science and Technology

Multitask Bregman clustering

Neurocomputing

A novel multi-view classifier based on Nyström approximation

Expert Systems with Applications: An International Journal

A novel multi-view learning developed from single-view patterns

Pattern Recognition

The unsymmetrical-style co-training

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I

Instance selection in semi-supervised learning

Canadian AI'11 Proceedings of the 24th Canadian conference on Advances in artificial intelligence

Collaborative track analysis, data cleansing, and labeling

ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I

Multi-view EM algorithm for finite mixture models

ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I

A new multi-view learning algorithm based on ICA feature for image retrieval

MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I

Combining active learning and semi-supervised for improving learning performance

Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies

Automatic prosodic event detection using a novel labeling and selection method in co-training

Speech Communication

On text mining algorithms for automated maintenance of hierarchical knowledge directory

KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management

Sample-based software defect prediction with active and semi-supervised learning

Automated Software Engineering

Estimation of mixture models using Co-EM

ECML'05 Proceedings of the 16th European conference on Machine Learning

Multi-view discriminative sequential learning

ECML'05 Proceedings of the 16th European conference on Machine Learning

SETRED: self-training with editing

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Support vector machine to synthesise kernels

Proceedings of the First international conference on Deterministic and Statistical Methods in Machine Learning

A weakly-supervised approach to argumentative zoning of scientific documents

EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing

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

Combining committee-based semi-supervised and active learning and its application to handwritten digits recognition

MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems

Feature-Correlation based multi-view detection

ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV

Unlabeled data and multiple views

PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning

Multi-view learning via probabilistic latent semantic analysis

Information Sciences: an International Journal

Rushes video summarization based on spatio-temporal features

Proceedings of the 27th Annual ACM Symposium on Applied Computing

Web classification of conceptual entities using co-training

Expert Systems with Applications: An International Journal

Leveraging Social Bookmarks from Partially Tagged Corpus for Improved Web Page Clustering

ACM Transactions on Intelligent Systems and Technology (TIST)

Activized learning: transforming passive to active with improved label complexity

The Journal of Machine Learning Research

Co-transfer learning via joint transition probability graph based method

Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining

Transductive relational classification in the co-training paradigm

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition

Cost-Sensitive self-training

Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence

Let us know your decision: Pool-based active training of a generative classifier with the selection strategy 4DS

Information Sciences: an International Journal

Batch-Mode Active Learning with Semi-supervised Cluster Tree for Text Classification

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01

Combining active learning and semi-supervised learning to construct SVM classifier

Knowledge-Based Systems

Autonomously learning to visually detect where manipulation will succeed

Autonomous Robots

A two-phase hybrid of semi-supervised and active learning approach for sequence labeling

Intelligent Data Analysis