Analyzing the effectiveness and applicability of co-training

Using LSI for text classification in the presence of background text

Proceedings of the tenth international conference on Information and knowledge management

Asymmetric Missing-data Problems: Overcoming the Lack of Negative Data in Preference Ranking

Information Retrieval

Improving Classification Accuracy of Large Test Sets Using the Ordered Classification Algorithm

IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence

Modeling Information in Textual Data Combining Labeled and Unlabeled Data

Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery

Email classification with co-training

CASCON '01 Proceedings of the 2001 conference of the Centre for Advanced Studies on Collaborative research

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

The Journal of Machine Learning Research

CBC: Clustering Based Text Classification Requiring Minimal Labeled Data

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

Gene functional classification by semi-supervised learning from heterogeneous data

Proceedings of the 2003 ACM symposium on Applied computing

Recognizing the relations between Web pages using artificial neural network

Proceedings of the 2003 ACM symposium on Applied computing

A bootstrapping approach to annotating large image collection

MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval

Word translation disambiguation using bilingual bootstrapping

Computational Linguistics

Co-trained support vector machines for large scale unstructured document classification using unlabeled data and syntactic information

Information Processing and Management: an International Journal

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

Co-training with a Single Natural Feature Set Applied to Email Classification

WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence

A bootstrapping framework for annotating and retrieving WWW images

Proceedings of the 12th annual ACM international conference on Multimedia

Semisupervised learning from different information sources

Knowledge and Information Systems

Improving the performance of dictionary-based approaches in protein name recognition

Journal of Biomedical Informatics - Special issue: Named entity recognition in biomedicine

Bootstrapping statistical parsers from small datasets

EACL '03 Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics - Volume 1

Applying Co-Training to reference resolution

ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics

Teaching a weaker classifier: named entity recognition on upper case text

ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics

Applying co-training methods to statistical parsing

NAACL '01 Proceedings of the second meeting of the North American Chapter of the Association for Computational Linguistics on Language technologies

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

Uncertainty reduction in collaborative bootstrapping: measure and algorithm

ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1

Tri-Training: Exploiting Unlabeled Data Using Three Classifiers

IEEE Transactions on Knowledge and Data Engineering

Graph based multi-modality learning

Proceedings of the 13th annual ACM international conference on Multimedia

Korean named entity recognition using HMM and CoTraining model

AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11

Boosting precision and recall of dictionary-based protein name recognition

BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13

Unsupervised learning of word sense disambiguation rules by estimating an optimum iteration number in the EM algorithm

CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4

Training a naive bayes classifier via the EM algorithm with a class distribution constraint

CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4

Bootstrapping coreference classifiers with multiple machine learning algorithms

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

Multitype Features Coselection for Web Document Clustering

IEEE Transactions on Knowledge and Data Engineering

Discovering Classification from Data of Multiple Sources

Data Mining and Knowledge Discovery

Efficient co-regularised least squares regression

ICML '06 Proceedings of the 23rd international conference on Machine learning

Semi-supervised learning for structured output variables

ICML '06 Proceedings of the 23rd international conference on Machine learning

Text mining for product attribute extraction

ACM SIGKDD Explorations Newsletter

Enhancing relevance feedback in image retrieval using unlabeled data

ACM Transactions on Information Systems (TOIS)

Document clustering with prior knowledge

SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval

2005 Special Issue: A systems approach to appraisal mechanisms in emotion

Neural Networks - Special issue: Emotion and brain

Learning from positive and unlabeled examples

Theoretical Computer Science - Algorithmic learning theory (ALT 2000)

An Extended EM Algorithm for Joint Feature Extraction and Classification in Brain-Computer Interfaces

Neural Computation

An active approach to spoken language processing

ACM Transactions on Speech and Language Processing (TSLP)

Active EM to reduce noise in activity recognition

Proceedings of the 12th international conference on Intelligent user interfaces

Learning to classify e-mail

Information Sciences: an International Journal

Improving classification performance using unlabeled data: Naive Bayesian case

Knowledge-Based Systems

Software quality estimation with limited fault data: a semi-supervised learning perspective

Software Quality Control

TV ad video categorization with probabilistic latent concept learning

Proceedings of the international workshop on Workshop on multimedia information retrieval

Email answering assistance by semi-supervised text classification

Intelligent Data Analysis

Extending boosting for large scale spoken language understanding

Machine Learning

Semisupervised Regression with Cotraining-Style Algorithms

IEEE Transactions on Knowledge and Data Engineering

Cross-validation and aggregated EM training for robust parameter estimation

Computer Speech and Language

Overview and semantic issues of text mining

ACM SIGMOD Record

Interactive high-quality text classification

Information Processing and Management: an International Journal

Joint feature re-extraction and classification using an iterative semi-supervised support vector machine algorithm

Machine Learning

Finding and classifying web units in websites

International Journal of Business Intelligence and Data Mining

The value of agreement a new boosting algorithm

Journal of Computer and System Sciences

A self-training semi-supervised SVM algorithm and its application in an EEG-based brain computer interface speller system

Pattern Recognition Letters

Extending boosting for large scale spoken language understanding

Machine Learning

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

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

Extracting and Using Attribute-Value Pairs from Product Descriptions on the Web

From Web to Social Web: Discovering and Deploying User and Content Profiles

A Fault Prediction Model with Limited Fault Data to Improve Test Process

PROFES '08 Proceedings of the 9th international conference on Product-Focused Software Process Improvement

KCK-Means: A Clustering Method Based on Kernel Canonical Correlation Analysis

ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I

Semi-supervised Learning of Tree-Structured RBF Networks Using Co-training

ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I

Watch, Listen & Learn: Co-training on Captioned Images and Videos

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I

Topic models and a revisit of text-related applications

Proceedings of the 2nd PhD workshop on Information and knowledge management

Cross-media manifold learning for image retrieval & annotation

MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval

The bootstrapping of the Yarowsky algorithm in real corpora

Information Processing and Management: an International Journal

VideoCut: Removing Irrelevant Frames by Discovering the Object of Interest

ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I

Knowledge Supervised Text Classification with No Labeled Documents

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence

A multi-view approach to semi-supervised document classification with incremental Naive Bayes

Computers & Mathematics with Applications

When does Co-training Work in Real Data?

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Multi-view kernel machine on single-view data

Neurocomputing

Artificial neural network reduction through oracle learning

Intelligent Data Analysis

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

Supervised Selective Combining Pattern Recognition Modalities and Its Application to Signature Verification by Fusing On-Line and Off-Line Kernels

MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems

Self-training Strategies for Handwriting Word Recognition

ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects

Integrating multiple learning components through Markov logic

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2

Spoken language understanding using weakly supervised learning

Computer Speech and Language

Learning from labeled and unlabeled data: an empirical study across techniques and domains

Journal of Artificial Intelligence Research

Active learning with multiple views

Journal of Artificial Intelligence Research

Semi-supervised learning of attribute-value pairs from product descriptions

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

Weakly supervised learning methods for improving the quality of gene name normalization data

ISMB '05 Proceedings of the ACL-ISMB Workshop on Linking Biological Literature, Ontologies and Databases: Mining Biological Semantics

Semi-supervised regression with co-training

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

Music clustering with features from different information sources

IEEE Transactions on Multimedia - Special section on communities and media computing

Updating a name tagger using contemporary unlabeled data

ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers

Heterogeneous transfer learning for image clustering via the social web

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 1 - Volume 1

Semi-supervised learning for automatic prosodic event detection using co-training algorithm

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

Semi-supervised Classification Based on Clustering Ensembles

AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence

Multi-view multi-label active learning for image classification

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo

A variational multi-view learning framework and its application to image segmentation

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo

A discriminative model for semi-supervised learning

Journal of the ACM (JACM)

Learning to integrate web taxonomies

Web Semantics: Science, Services and Agents on the World Wide Web

2010 Special Issue: Semi-supervised learning for tree-structured ensembles of RBF networks with Co-Training

Neural Networks

Large scale unstructured document classification using unlabeled data and syntactic information

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

Large-scale bot detection for search engines

Proceedings of the 19th international conference on World wide web

Image segmentation using co-EM strategy

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

Best-match method used in co-training algorithm

PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining

Text and hypertext categorization

Artificial intelligence

Co-training with relevant random subspaces

Neurocomputing

Filter object categories using coboost with 1st and 2nd order features

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing

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

Neural Processing Letters

Semi-supervised learning based on nearest neighbor rule and cut edges

Knowledge-Based Systems

Question classification based on co-training style semi-supervised learning

Pattern Recognition Letters

Feature selection in the Laplacian support vector machine

Computational Statistics & Data Analysis

Cross language text classification by model translation and semi-supervised learning

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing

Multi-view clustering with constraint propagation for learning with an incomplete mapping between views

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management

Semi-supervised Bayesian ARTMAP

Applied Intelligence

Improving co-training with agreement-based sampling

RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing

A semi-supervised approach for reject inference in credit scoring using SVMs

ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects

A two-view cotraining rule induction system for information extraction

ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II

Semantics-based representation model for multi-layer text classification

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II

Agreement-based semi-supervised learning for skull stripping

MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III

Human action recognition via multi-view learning

ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service

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

IEEE Transactions on Neural Networks

A novel ensemble construction method for multi-view data using random cross-view correlation between within-class examples

Pattern Recognition

Combining committee-based semi-supervised learning and active learning

Journal of Computer Science and Technology

Sparse Semi-supervised Learning Using Conjugate Functions

The Journal of Machine Learning Research

An approach for adaptive associative classification

Expert Systems with Applications: An International Journal

A novel multi-view classifier based on Nyström approximation

Expert Systems with Applications: An International Journal

A new co-training-style random forest for computer aided diagnosis

Journal of Intelligent Information Systems

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

Pattern Recognition

Boosted multi-class semi-supervised learning for human action recognition

Pattern Recognition

View construction for multi-view semi-supervised learning

ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I

Mining association language patterns using a distributional semantic model for negative life event classification

Journal of Biomedical Informatics

Supervised and semi-supervised infant-directed speech classification for parent-infant interaction analysis

Speech Communication

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

Filling the gap: semi-supervised learning for opinion detection across domains

CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning

Multi-view transfer learning with a large margin approach

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Global/local hybrid learning of mixture-of-experts from labeled and unlabeled data

HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I

Diverse reduct subspaces based co-training for partially labeled data

International Journal of Approximate Reasoning

Fuzzy semi-supervised support vector machines

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition

Chinese expert entity homepage recognition based on Co-EM

WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II

Granulation-based symbolic representation of time series and semi-supervised classification

Computers & Mathematics with Applications

A multi-layer text classification framework based on two-level representation model

Expert Systems with Applications: An International Journal

Multiple-View Multiple-Learner Semi-Supervised Learning

Neural Processing Letters

Improving Korean verb-verb morphological disambiguation using lexical knowledge from unambiguous unlabeled data and selective web counts

Pattern Recognition Letters

Bayesian Co-Training

The Journal of Machine Learning Research

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

An efficient automatic video shot size annotation scheme

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

Multi-class ensemble-based active learning

ECML'06 Proceedings of the 17th European conference on Machine Learning

A semi-naive bayesian learning method for utilizing unlabeled data

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - 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

Privacy leakage in multi-relational learning via unwanted classification models

Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research

Email classification with co-training

Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research

Extracting initial and reliable negative documents to enhance classification performance

KDLL'06 Proceedings of the 2006 international conference on Knowledge Discovery in Life Science Literature

A collaborative ability measurement for co-training

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing

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

Speech Communication

A unified dimensionality reduction framework for semi-paired and semi-supervised multi-view data

Pattern Recognition

Leave-one-out manifold regularization

Expert Systems with Applications: An International Journal

Semi-supervised dynamic counter propagation network

ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications

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

Creating subjective and objective sentence classifiers from unannotated texts

CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing

Semi-supervised multiple classifier systems: background and research directions

MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems

The value of agreement, a new boosting algorithm

COLT'05 Proceedings of the 18th annual conference on Learning Theory

SETRED: self-training with editing

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

Self-training and co-training applied to spanish named entity recognition

MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence

Lateen EM: unsupervised training with multiple objectives, applied to dependency grammar induction

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

Gene Co-Adaboost: a semi-supervised approach for classifying gene expression data

Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine

New feature splitting criteria for co-training using genetic algorithm optimization

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

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

Multi-view bootstrapping for relation extraction by exploring web features and linguistic features

CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing

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

A framework for application-driven classification of data streams

Neurocomputing

An application of the self-organizing map to multiple view unsupervised learning

ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II

Web classification of conceptual entities using co-training

Expert Systems with Applications: An International Journal

Interactive genetic algorithms with large population and semi-supervised learning

Applied Soft Computing

Inductive multi-task learning with multiple view data

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

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

Exploring semi-supervised coreference resolution of medical concepts using semantic and temporal features

NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

CoNet: feature generation for multi-view semi-supervised learning with partially observed views

Proceedings of the 21st ACM international conference on Information and knowledge management

A hybrid generative/discriminative method for semi-supervised classification

Knowledge-Based Systems

Co-training on multi-view unlabelled data

Proceedings of the 27th Conference on Image and Vision Computing New Zealand

Intrusion detection using disagreement-based semi-supervised learning: detection enhancement and false alarm reduction

CSS'12 Proceedings of the 4th international conference on Cyberspace Safety and Security

Bidirectional-isomorphic manifold learning at image semantic understanding & representation

Multimedia Tools and Applications

Inter-training: Exploiting unlabeled data in multi-classifier systems

Knowledge-Based Systems

U-Air: when urban air quality inference meets big data

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Researcher homepage classification using unlabeled data

Proceedings of the 22nd international conference on World Wide Web

Web page and image semi-supervised classification with heterogeneous information fusion

Journal of Information Science

Adaptive co-training SVM for sentiment classification on tweets

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management

Co-metric: a metric learning algorithm for data with multiple views

Frontiers of Computer Science: Selected Publications from Chinese Universities

A self-trained semisupervised SVM approach to the remote sensing land cover classification

Computers & Geosciences

Semi-supervised multi-label image classification based on nearest neighbor editing

Neurocomputing

The impact of social and conventional media on firm equity value: A sentiment analysis approach

Decision Support Systems

Multi-view semi-supervised web image classification via co-graph

Neurocomputing

Multi-view maximum entropy discrimination

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Democracy is good for ranking: towards multi-view rank learning and adaptation in web search

Proceedings of the 7th ACM international conference on Web search and data mining

Activity recognition with android phone using mixture-of-experts co-trained with labeled and unlabeled data

Neurocomputing

An Embedded Co-AdaBoost based construction of software document relation coupled resource spaces for cyber-physical society

Future Generation Computer Systems

Pattern classification and clustering: A review of partially supervised learning approaches

Pattern Recognition Letters

Hinge loss bound approach for surrogate supervision multi-view learning

Pattern Recognition Letters

An analytical framework for event mining in video data

Artificial Intelligence Review

Improving multi-view semi-supervised learning with agreement-based sampling

Intelligent Data Analysis - Combined Learning Methods and Mining Complex Data