Combining labeled and unlabeled data with co-training

Authors:
Avrim Blum;Tom Mitchell
Affiliations:
School of Computer Science, Carnegie Mellon University, Pittsburgh, PA;School of Computer Science, Carnegie Mellon University, Pittsburgh, PA
Venue:
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Year:
1998

Citing 8
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Traffic classification using en-semble learning and co-training

AIC'08 Proceedings of the 8th conference on Applied informatics and communications
Graph-based semi-supervised learning with multiple labels

Journal of Visual Communication and Image Representation
A multi-view approach to semi-supervised document classification with incremental Naive Bayes

Computers & Mathematics with Applications
Activity recognition with the aid of unlabeled samples

Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Error bounds of multi-graph regularized semi-supervised classification

Information Sciences: an International Journal
Least Square Transduction Support Vector Machine

Neural Processing Letters
A new cross-training approach by using labeled data

Proceedings of the 2009 ACM symposium on Applied Computing
HITS algorithm improvement using anchor-related text extracted by DOM structure analysis

Proceedings of the 2009 ACM symposium on Applied Computing
Semi-supervised co-training and active learning based approach for multi-view intrusion detection

Proceedings of the 2009 ACM symposium on Applied Computing
Semi-supervised Word Sense Disambiguation Using the Web as Corpus

CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Nearest neighbor editing aided by unlabeled data

Information Sciences: an International Journal
Semi-supervised document retrieval

Information Processing and Management: an International Journal
Probabilistic Classifications with TBL

CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
Building a Text Classifier by a Keyword and Unlabeled Documents

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
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
An overview of advances in reliability estimation of individual predictions in machine learning

Intelligent Data Analysis
Artificial neural network reduction through oracle learning

Intelligent Data Analysis
Multi-view clustering via canonical correlation analysis

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Optimal reverse prediction: a unified perspective on supervised, unsupervised and semi-supervised learning

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Interacting meaningfully with machine learning systems: Three experiments

International Journal of Human-Computer Studies
Heterogeneous source consensus learning via decision propagation and negotiation

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Information theoretic regularization for semi-supervised boosting

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Predicting bounce rates in sponsored search advertisements

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A semi-supervised approach to projected clustering with applications to microarray data

International Journal of Data Mining and Bioinformatics
Semi-supervised Learning with Multimodal Perturbation

ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Efficient Learning from Few Labeled Examples

ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Semi-supervised learning for natural language processing

HLT-Tutorials '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Tutorial Abstracts
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
Bootstrapping and evaluating named entity recognition in the biomedical domain

BioNLP '06 Proceedings of the Workshop on Linking Natural Language Processing and Biology: Towards Deeper Biological Literature Analysis
Challenges and Research Directions for Adaptive Biometric Recognition Systems

ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Template Update Methods in Adaptive Biometric Systems: A Critical Review

ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Semi-supervised fuzzy clustering: A kernel-based approach

Knowledge-Based Systems
Maximum Membership Scale Selection

MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Hybrid Hierarchical Classifiers for Hyperspectral Data Analysis

MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
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
Coarse-grained detection of student frustration in an introductory programming course

ICER '09 Proceedings of the fifth international workshop on Computing education research workshop
Improving word segmentation by simultaneously learning phonotactics

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Glen, Glenda or Glendale: unsupervised and semi-supervised learning of English noun gender

CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Improving text categorization bootstrapping via unsupervised learning

ACM Transactions on Speech and Language Processing (TSLP)
Methods for domain-independent information extraction from the web: an experimental comparison

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Text classification by labeling words

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
A manifold regularization approach to calibration reduction for sensor-network based tracking

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
When is self-training effective for parsing?

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Extractive summarization using supervised and semi-supervised learning

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Self-training Strategies for Handwriting Word Recognition

ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Learning to interpret utterances using dialogue history

EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Learning-based named entity recognition for morphologically-rich, resource-scarce languages

EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Domain adaptation with structural correspondence learning

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
A weakly supervised learning approach for spoken language understanding

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Discriminative learning of selectional preference from unlabeled text

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Stacking dependency parsers

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Unsupervised models for coreference resolution

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Cross-task knowledge-constrained self training

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
CoCQA: co-training over questions and answers with an application to predicting question subjectivity orientation

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Graph-based analysis of semantic drift in Espresso-like bootstrapping algorithms

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Soft-supervised learning for text classification

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Maximum entropy modeling in sparse semantic tagging

HLT-SRWS '04 Proceedings of the Student Research Workshop at HLT-NAACL 2004
Agreement/disagreement classification: exploiting unlabeled data using contrast classifiers

NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Building a Text Classifier by a Keyword and Wikipedia Knowledge

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A Semi-supervised Topic-Driven Approach for Clustering Textual Answers to Survey Questions

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Semi-supervised Text Classification Using RBF Networks

IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Semi-Supervised Multi-Task Regression

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
A Matrix Factorization Approach for Integrating Multiple Data Views

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Learning with Missing or Incomplete Data

ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Video semantic analysis based on structure-sensitive anisotropic manifold ranking

Signal Processing
Unsupervised activity recognition using automatically mined common sense

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
A hybrid generative/discriminative approach to semi-supervised classifier design

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Clustering and classifying person names by origin

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Word sense disambiguation with semi-supervised learning

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Natural language generation for text-to-text applications using an information-slim representation

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 4
Semi-supervised learning with very few labeled training examples

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Integrating multiple learning components through Markov logic

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
On discriminative semi-supervised classification

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

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Importance of semantic representation: dataless classification

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Semi-supervised learning for blog classification

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
For a few dollars less: identifying review pages sans human labels

NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Spoken language understanding using weakly supervised learning

Computer Speech and Language
Coupling semi-supervised learning of categories and relations

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Surrogate learning: from feature independence to semi-supervised classification

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Keepin' it real: semi-supervised learning with realistic tuning

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
A simple semi-supervised algorithm for named entity recognition

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Can one language bootstrap the other: a case study on event extraction

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Discriminative models for semi-supervised natural language learning

SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
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
Gesture salience as a hidden variable for coreference resolution and keyframe extraction

Journal of Artificial Intelligence Research
On the use of automatically acquired examples for all-nouns word sense disambiguation

Journal of Artificial Intelligence Research
Integrative Windowing

Journal of Artificial Intelligence Research
One class per named entity: exploiting unlabeled text for named entity recognition

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
Locating complex named entities in web text

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Semi-supervised learning of attribute-value pairs from product descriptions

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Managing knowledge on the Web - Extracting ontology from HTML Web

Decision Support Systems
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
Evaluating classifiers by means of test data with noisy labels

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
Integrating background knowledge into text classification

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Discovering entailment relations using "textual entailment patterns"

EMSEE '05 Proceedings of the ACL Workshop on Empirical Modeling of Semantic Equivalence and Entailment
Simultaneous Product Attribute Name and Value Extraction from Web Pages

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Data selection in semi-supervised learning for name tagging

IEBeyondDoc '06 Proceedings of the Workshop on Information Extraction Beyond The Document
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
Combining syntactic co-occurrences and nearest neighbours in distributional methods to remedy data sparseness

UMSLLS '09 Proceedings of the Workshop on Unsupervised and Minimally Supervised Learning of Lexical Semantics
Semi-supervised regression with co-training

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Intimate learning: a novel approach for combining labelled and unlabelled data

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Unsupervised named-entity extraction from the Web: An experimental study

Artificial Intelligence
A risk minimization framework for domain adaptation

Proceedings of the 18th ACM conference on Information and knowledge management
iRANK: an interactive ranking framework and its application in query-focused summarization

Proceedings of the 18th ACM conference on Information and knowledge management
Combining labeled and unlabeled data with word-class distribution learning

Proceedings of the 18th ACM conference on Information and knowledge management
Web news categorization using a cross-media document graph

Proceedings of the ACM International Conference on Image and Video Retrieval
Music clustering with features from different information sources

IEEE Transactions on Multimedia - Special section on communities and media computing
Bootstrapping and evaluating named entity recognition in the biomedical domain

LNLBioNLP '06 Proceedings of the HLT-NAACL BioNLP Workshop on Linking Natural Language and Biology
Graph based semi-supervised approach for information extraction

TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Semi-supervised bilinear subspace learning

IEEE Transactions on Image Processing
Multiple view semi-supervised dimensionality reduction

Pattern Recognition
Multiple information sources cooperative learning

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Co-feedback ranking for query-focused summarization

ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Semi-GAPS: A Semi-supervised Clustering Method Using Point Symmetry

Fundamenta Informaticae
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
Active learning for multilingual statistical machine translation

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
Co-training for cross-lingual 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 1 - Volume 1
Bilingual co-training for monolingual hyponymy-relation acquisition

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 training of least squares support vector machine using a multiobjective evolutionary algorithm

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
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
Phrase clustering for discriminative learning

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
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
Semi-supervised Learning for Regression with Co-training by Committee

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Learning SVMs from Sloppily Labeled Data

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Fully Automatic Text Categorization by Exploiting WordNet

AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Mutual Screening Graph Algorithm: A New Bootstrapping Algorithm for Lexical Acquisition

AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Convex Mixture Models for Multi-view Clustering

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
An Iterative Learning Algorithm for Within-Network Regression in the Transductive Setting

DS '09 Proceedings of the 12th International Conference on Discovery Science
Centrality Measures from Complex Networks in Active Learning

DS '09 Proceedings of the 12th International Conference on Discovery Science
Populating the Semantic Web by Macro-reading Internet Text

ISWC '09 Proceedings of the 8th International Semantic Web Conference
New Labeling Strategy for Semi-supervised Document Categorization

KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
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
Classifier combination for contextual idiom detection without labelled data

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Semi-supervised learning for semantic relation classification using stratified sampling strategy

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
A speed-up algorithm for Poisson propagation

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Domain kernels for text categorization

CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
A discriminative model for semi-supervised learning

Journal of the ACM (JACM)
Multi-view learning for high dimensional data classification

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Coupled semi-supervised learning for information extraction

Proceedings of the third ACM international conference on Web search and data mining
Multi-view forests based on Dempster-Shafer evidence theory: a new classifier ensemble method

SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
A boosted semi-supervised learning framework for web page filtering

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Vehicle tracking based on co-learning particle filter

IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Automatic online labeling images via co-active-learning

Proceedings of the First International Conference on Internet Multimedia Computing and Service
HITS algorithm improvement using semantic text portion

Web Intelligence and Agent Systems
Multi-view semi-supervised learning for dialog act segmentation of speech

IEEE Transactions on Audio, Speech, and Language Processing
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
Generalized Expectation Criteria for Semi-Supervised Learning with Weakly Labeled Data

The Journal of Machine Learning Research
Representative sampling for text classification using support vector machines

ECIR'03 Proceedings of the 25th European conference on IR research
Learning with unlabeled data and its application to image retrieval

PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Simple mimetic classifiers

MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
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
A co-training approach for time series prediction with missing data

MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Multi-represented classification based on confidence estimation

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Scaling up semi-supervised learning: an efficient and effective LLGC variant

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Supervised and unsupervised learning algorithms for thai web pages identification

PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Extraction of anchor-related text and its evaluation by user studies

Proceedings of the 2007 conference on Human interface: Part I
Selective sampling methods in one-class classification problems

ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Multi-view regression via canonical correlation analysis

COLT'07 Proceedings of the 20th annual conference on Learning theory
Open problems in efficient semi-supervised PAC learning

COLT'07 Proceedings of the 20th annual conference on Learning theory
Transductive reliability estimation for kernel based classifiers

IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Multi-modality in one-class classification

Proceedings of the 19th international conference on World wide web
Large-scale bot detection for search engines

Proceedings of the 19th international conference on World wide web
Transductive learning for spatial regression with co-training

Proceedings of the 2010 ACM Symposium on Applied Computing
MAPACo-training: a novel online learning algorithm of behavior models

ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Image segmentation using co-EM strategy

ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Learning with click graph for query intent classification

ACM Transactions on Information Systems (TOIS)
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
A semi-supervised learning method for motility disease diagnostic

CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
The multi-view information bottleneck clustering

DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Selective sampling based on dynamic certainty propagation for image retrieval

MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Graph mutual reinforcement based bootstrapping

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Semi-supervised graph-ranking for text retrieval

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Enhancing biomedical named entity classification using terabyte unlabeled data

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Maps ensemble for semi-supervised learning of large high dimensional datasets

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Forward semi-supervised feature selection

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Random relevant and non-redundant feature subspaces for co-training

IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Word sense disambiguation for untagged corpus: application to Romanian language

CICLing'03 Proceedings of the 4th international conference on Computational linguistics and intelligent text processing
Semi-supervised document classification with a mislabeling error model

ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Automatic knowledge acquire system oriented to web pages

IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Automatic genre classification by using co-training

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Semi-supervised classification and noise detection

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Classification by semi-supervised discriminative regularization

Neurocomputing
Co-training with relevant random subspaces

Neurocomputing
Multiple-view multiple-learner active learning

Pattern Recognition
Analysis of a probabilistic model of redundancy in unsupervised information extraction

Artificial Intelligence
Complexity versus agreement for many views: co-regularization for multi-view semi-supervised learning

ALT'09 Proceedings of the 20th international conference on Algorithmic learning theory
Reading what machines "think"

BI'09 Proceedings of the 2009 international conference on Brain informatics
Joint learning of labels and distance metric

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Laplacian regularized D-optimal design for active learning and its application to image retrieval

IEEE Transactions on Image Processing
A Novel Regularization Learning for Single-View Patterns: Multi-View Discriminative Regularization

Neural Processing Letters
Multi-network fusion for collective inference

Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Learning in parallel universes

Data Mining and Knowledge Discovery
Semi-supervised learning based on nearest neighbor rule and cut edges

Knowledge-Based Systems
A classification algorithm based on local cluster centers with a few labeled training examples

Knowledge-Based Systems
Combining coregularization and consensus-based self-training for multilingual text categorization

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Active learning for biomedical citation screening

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised learning based on high density region estimation

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

Pattern Recognition Letters
Review:

The Knowledge Engineering Review
Semi-supervised sequence classification using abstraction augmented Markov models

Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Feature selection for semi-supervised multi-label learning with application to gene function analysis

Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Inducing domain-specific semantic class taggers from (almost) nothing

ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Employing personal/impersonal views in supervised and semi-supervised sentiment classification

ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Bootstrapping semantic analyzers from non-contradictory texts

ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Distributional similarity vs. PU learning for entity set expansion

ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
Posterior Regularization for Structured Latent Variable Models

The Journal of Machine Learning Research
Combining Local and Global KNN With Cotraining

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Flexible manifold embedding: a framework for semi-supervised and unsupervised dimension reduction

IEEE Transactions on Image Processing
Large scale relation detection

FAM-LbR '10 Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading
Empirical studies in learning to read

FAM-LbR '10 Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading
Towards learning rules from natural texts

FAM-LbR '10 Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading
Domain adaptation to summarize human conversations

DANLP 2010 Proceedings of the 2010 Workshop on Domain Adaptation for Natural Language Processing
Learning better monolingual models with unannotated bilingual text

CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Improving word alignment by semi-supervised ensemble

CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Improved natural language learning via variance-regularization support vector machines

CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Efficient graph-based semi-supervised learning of structured tagging models

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Negative training data can be harmful to text classification

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Uptraining for accurate deterministic question parsing

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
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
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 with extremely sparse labeled examples

Neurocomputing
Semi-supervised Bayesian ARTMAP

Applied Intelligence
Co-STAR: a co-training style algorithm for hyponymy relation acquisition from structured and unstructured text

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Semi-supervised dependency parsing using generalized tri-training

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Build Chinese emotion lexicons using a graph-based algorithm and multiple resources

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
S3MKL: scalable semi-supervised multiple kernel learning for image data mining

Proceedings of the international conference on Multimedia
Improving co-training with agreement-based sampling

RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Visual object-action recognition: Inferring object affordances from human demonstration

Computer Vision and Image Understanding
Semi-supervised ranking for document retrieval

Computer Speech and Language
On the relation between jumping emerging patterns and rough set theory with application to data classification

Transactions on rough sets XII
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
Semi-supervised learning for false alarm reduction

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
Ant based semi-supervised classification

ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
Performance evaluation of constraints in graph-based semi-supervised clustering

AMT'10 Proceedings of the 6th international conference on Active media technology
Weakly supervised classification of objects in images using soft random forests

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
A unified approach to active dual supervision for labeling features and examples

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Semi-supervised facial expressions annotation using co-training with fast probabilistic tri-class SVMs

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Learning aspect models with partially labeled data

Pattern Recognition Letters
Detecting hedge cues and their scope in biomedical text with conditional random fields

Journal of Biomedical Informatics
A survey of paraphrasing and textual entailment methods

Journal of Artificial Intelligence Research
Stacking class probabilities obtained from view-based cluster ensembles

ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Improving object classification in far-field video

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Active learning in multimedia annotation and retrieval: A survey

ACM Transactions on Intelligent Systems and Technology (TIST)
Semi-supervised locally discriminant projection for classification and recognition

Knowledge-Based Systems
On-line multi-view forests for tracking

Proceedings of the 32nd DAGM conference on Pattern recognition
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
Co-transduction for shape retrieval

ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Robust multi-view boosting with priors

ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Joint training for open-domain extraction on the web: exploiting overlap when supervision is limited

Proceedings of the fourth ACM international conference on Web search and data mining
A Framework for Semisupervised Feature Generation and Its Applications in Biomedical Literature Mining

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Human action recognition via multi-view learning

ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Visual tracking via online manifold regularization

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 survey of recent trends in one class classification

AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Exploit of online social networks with community-based graph semi-supervised learning

ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
A novel ensemble construction method for multi-view data using random cross-view correlation between within-class examples

Pattern Recognition
Semi-supervised multi-class Adaboost by exploiting unlabeled data

Expert Systems with Applications: An International Journal
LIFT: A new framework of learning from testing data for face recognition

Neurocomputing
Challenges from information extraction to information fusion

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
A vector space model for subjectivity classification in Urdu aided by co-training

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Combining committee-based semi-supervised learning and active learning

Journal of Computer Science and Technology
A refinement approach to handling model misfit in semi-supervised learning

ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Sparse Semi-supervised Learning Using Conjugate Functions

The Journal of Machine Learning Research
Smart PAC-learners

Theoretical Computer Science
Towards semantic knowledge propagation from text corpus to web images

Proceedings of the 20th international conference on World wide web
Semi-supervised discourse relation classification with structural learning

CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
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
Multitask Bregman clustering

Neurocomputing
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
Software defect detection with rocus

Journal of Computer Science and Technology
Classifying with co-stems: a new representation for information filtering

ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A new co-training-style random forest for computer aided diagnosis

Journal of Intelligent Information Systems
A survey of grammatical inference methods for natural language learning

Artificial Intelligence Review
A novel multi-view learning developed from single-view patterns

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

Pattern Recognition
Discriminative deep belief networks for visual data classification

Pattern Recognition
Semi-supervised genetic programming for classification

Proceedings of the 13th annual conference on Genetic and evolutionary computation
Joint bilingual sentiment classification with unlabeled parallel corpora

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Together we can: bilingual bootstrapping for WSD

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Which noun phrases denote which concepts?

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
N-best rescoring based on pitch-accent patterns

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Using large monolingual and bilingual corpora to improve coordination disambiguation

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Confidence driven unsupervised semantic parsing

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Coreference for learning to extract relations: yes, Virginia, coreference matters

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Better automatic treebank conversion using a feature-based approach

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Text mining techniques for leveraging positively labeled data

BioNLP '11 Proceedings of BioNLP 2011 Workshop
Self-training and co-training in biomedical word sense disambiguation

BioNLP '11 Proceedings of BioNLP 2011 Workshop
Supervised and semi-supervised online boosting tree for industrial machine vision application

Proceedings of the Fifth International Workshop on Knowledge Discovery from Sensor Data
Electrostatic field framework for supervised and semi-supervised learning from incomplete data

Natural Computing: an international journal
Feature selection by using the FRiS function in the task of generalized classification

Pattern Recognition and Image Analysis
View construction for multi-view semi-supervised learning

ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
On theme location discovery for travelogue services

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Improved video categorization from text metadata and user comments

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
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
Collaborative data cleaning for sentiment classification with noisy training corpus

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Combining proper name-coreference with conditional random fields for semi-supervised named entity recognition in Vietnamese text

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
Automatically building training examples for entity extraction

CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Filling the gap: semi-supervised learning for opinion detection across domains

CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Assessing the practical usability of an automatically annotated corpus

LAW V '11 Proceedings of the 5th Linguistic Annotation Workshop
An iterative semi-supervised approach to software fault prediction

Proceedings of the 7th International Conference on Predictive Models in Software Engineering
Localized factor models for multi-context recommendation

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Text classification for data loss prevention

PETS'11 Proceedings of the 11th international conference on Privacy enhancing technologies
Fuzzy semi-supervised support vector machines

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Constraint selection for semi-supervised topological clustering

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Restricted deep belief networks for multi-view learning

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
A boosting approach to multiview classification with cooperation

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
ShareBoost: boosting for multi-view learning with performance guarantees

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Multiview semi-supervised learning for ranking multilingual documents

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Boosting binding sites prediction using gene's positions

WABI'11 Proceedings of the 11th international conference on Algorithms in bioinformatics
Unsupervised topic-oriented keyphrase extraction and its application to Croatian

TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
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
Semi-supervised k-means clustering by optimizing initial cluster centers

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
Identifying mislabeled training data with the aid of unlabeled data

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

Expert Systems with Applications: An International Journal
Modeling the temperature of hot rolled steel plate with semi-supervised learning methods

DS'11 Proceedings of the 14th international conference on Discovery science
Supervised learning and co-training

ALT'11 Proceedings of the 22nd international conference on Algorithmic learning theory
Semi-supervised Learning Framework for Cross-Lingual Projection

WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Improving context-aware query classification via adaptive self-training

Proceedings of the 20th ACM international conference on Information and knowledge management
CoRankBayes: bayesian learning to rank under the co-training framework and its application in keyphrase extraction

Proceedings of the 20th ACM international conference on Information and knowledge management
Semi-supervised learning guided by the modularity measure in complex networks

Neurocomputing
Multiple-View Multiple-Learner Semi-Supervised Learning

Neural Processing Letters
Shared feature extraction for semi-supervised image classification

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Shared feature extraction for semi-supervised image classification

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Time-aware co-training for indoors localization in visual lifelogs

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Improving video classification via youtube video co-watch data

SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Improving Korean verb-verb morphological disambiguation using lexical knowledge from unambiguous unlabeled data and selective web counts

Pattern Recognition Letters
Learning with scope, with application to information extraction and classification

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Supervised learning in parallel universes using neighborgrams

IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
An RSVM based two-teachers-one-student semi-supervised learning algorithm

Neural Networks
Bilingual co-training for sentiment classification of chinese product reviews

Computational Linguistics
Bayesian Co-Training

The Journal of Machine Learning Research
Semi-Supervised Learning with Measure Propagation

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
Chinese chunking with tri-training learning

ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Investigating problems of semi-supervised learning for word sense disambiguation

ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Tri-training and data editing based semi-supervised clustering algorithm

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
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
Mining Recurring Concept Drifts with Limited Labeled Streaming Data

ACM Transactions on Intelligent Systems and Technology (TIST)
Measuring to fit: virtual tailoring through cluster analysis and classification

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Identifying historical period and ethnic origin of documents using stylistic feature sets

DS'06 Proceedings of the 9th international conference on Discovery Science
Using co-training and self-training in semi-supervised multiple classifier systems

SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Semi-supervised classification with active query selection

SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Multi-class ensemble-based active learning

ECML'06 Proceedings of the 17th European conference on Machine Learning
Active learning with semi-automatic annotation for extractive speech summarization

ACM Transactions on Speech and Language Processing (TSLP)
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
Regularized semi-supervised classification on manifold

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Using weighted nearest neighbor to benefit from unlabeled data

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Efficient learning by combining confidence-rated classifiers to incorporate unlabeled medical data

MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Named entity tagging for korean using DL-CoTrain algorithm

AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Combining labeled and unlabeled data for learning cross-document structural relationships

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
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 framework for personalizing web search with concept-based user profiles

ACM Transactions on Internet Technology (TOIT)
Automated retraining methods for document classification and their parameter tuning

WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Texture image segmentation: an interactive framework based on adaptive features and transductive learning

ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Application of semi-supervised learning to evaluative expression classification

CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Training conditional random fields with unlabeled data and limited number of labeled examples

ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Combining label information and neighborhood graph for semi-supervised learning

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
A new proximal support vector machine for semi-supervised classification

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Information extraction from semi-structured web documents

KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
Semi-supervised dynamic counter propagation network

ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Pairwise cross-domain factor model for heterogeneous transfer ranking

Proceedings of the fifth ACM international conference on Web search and data mining
Sample-based software defect prediction with active and semi-supervised learning

Automated Software Engineering
Data mining from a patient safety database: the lessons learned

Data Mining and Knowledge Discovery
Solving particularization with supervised clustering competition scheme

IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
A machine learning approach to identifying database sessions using unlabeled data

DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
A new approach for semi-supervised online news classification

HSI'05 Proceedings of the 3rd international conference on Human Society@Internet: web and Communication Technologies and Internet-Related Social Issues
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
Learning from positive and unlabeled examples with different data distributions

ECML'05 Proceedings of the 16th European conference on Machine Learning
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
A PAC-Style model for learning from labeled and unlabeled data

COLT'05 Proceedings of the 18th annual conference on Learning Theory
User-Interest-Based document filtering via semi-supervised clustering

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
SETRED: self-training with editing

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Importance of HTML structural elements and metadata in automated subject classification

ECDL'05 Proceedings of the 9th European conference on Research and Advanced Technology for Digital Libraries
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
Support vector machine to synthesise kernels

Proceedings of the First international conference on Deterministic and Statistical Methods in Machine Learning
Random walk inference and learning in a large scale knowledge base

EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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
Extreme extraction: machine reading in a week

EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Named entity recognition in tweets: an experimental study

EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Vocabulary completion through word cooccurrence analysis using unlabeled documents for text categorization

AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Multi-view prediction of protein function

Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Gene Co-Adaboost: a semi-supervised approach for classifying gene expression data

Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
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 multi-view regularization method for semi-supervised learning

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Learning ontology-aware classifiers

DS'05 Proceedings of the 8th international conference on Discovery Science
On-line inverse multiple instance boosting for classifier grids

Pattern Recognition Letters
Semi-supervised ensemble classification in subspaces

Applied Soft Computing
Analysis and improvement of minimally supervised machine learning for relation extraction

NLDB'09 Proceedings of the 14th international conference on Applications of Natural Language to Information Systems
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
Integrating utility into face de-identification

PET'05 Proceedings of the 5th international conference on Privacy Enhancing Technologies
DCPE co-training for classification

Neurocomputing
Privileged information for data clustering

Information Sciences: an International Journal
Multi-view laplacian support vector machines

ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
A bootstrapping method for learning from heterogeneous data

FGIT'11 Proceedings of the Third international conference on Future Generation Information Technology
Unlabeled data and multiple views

PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Studying self- and active-training methods for multi-feature set emotion recognition

PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Iterative refinement of HMM and HCRF for sequence classification

PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Classification of emotional states in a woz scenario exploiting labeled and unlabeled bio-physiological data

PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Understanding user intent in community question answering

Proceedings of the 21st international conference companion on World Wide Web
Learning structural dependencies of words in the Zipfian tail

IWPT '11 Proceedings of the 12th International Conference on Parsing Technologies
Multi-view learning via probabilistic latent semantic analysis

Information Sciences: an International Journal
Probabilistic Fisher discriminant analysis: A robust and flexible alternative to Fisher discriminant analysis

Neurocomputing
A semi-supervised feature ranking method with ensemble learning

Pattern Recognition Letters
A framework for application-driven classification of data streams

Neurocomputing
Transductive reliability estimation for medical diagnosis

Artificial Intelligence in Medicine
Citation-based bootstrapping for large-scale author disambiguation

Journal of the American Society for Information Science and Technology
Tracking-based semi-supervised learning

International Journal of Robotics Research
An on-line learning method for face association in personal photo collection

Image and Vision Computing
Continuous user feedback learning for data capture from business documents

HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
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
CharaParser for fine-grained semantic annotation of organism morphological descriptions

Journal of the American Society for Information Science and Technology
Improved generative semisupervised learning based on finely grained component-conditional class labeling

Neural Computation
Effective and efficient microprocessor design space exploration using unlabeled design configurations

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Semi-supervised learning for imbalanced sentiment classification

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Learning to identify review spam

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Web classification of conceptual entities using co-training

Expert Systems with Applications: An International Journal
Double enhancement learning for explicit internal representations: unifying self-enhancement and information enhancement to incorporate information on input variables

Applied Intelligence
Nearest-neighbor method using multiple neighborhood similarities for social media data mining

Neurocomputing
Learning by expansion: Exploiting social media for image classification with few training examples

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

ACM Transactions on Intelligent Systems and Technology (TIST)
An Ensemble Architecture for Learning Complex Problem-Solving Techniques from Demonstration

ACM Transactions on Intelligent Systems and Technology (TIST)
Inductive multi-task learning with multiple view data

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Active learning for cross language text categorization

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Transverse subjectivity classification

Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining
Regularized multi-view learning machine based on response surface technique

Neurocomputing
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
Tri-training based on neural network ensemble algorithm

IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Training pool selection for semi-supervised learning

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Learning from Skewed Class Multi-relational Databases

Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Confidence-Based incremental classification for objects with limited attributes in vertical search

IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Semi-supervised clustering ensemble based on collaborative training

RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Combining heterogeneous classifiers for relational databases

Pattern Recognition
A new relational Tri-training system with adaptive data editing for inductive logic programming

Knowledge-Based Systems
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
Ensemble-based semantic lexicon induction for semantic tagging

SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
EMNLP@CPH: is frequency all there is to simplicity?

SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Nudging the envelope of direct transfer methods for multilingual named entity recognition

WILS '12 Proceedings of the NAACL-HLT Workshop on the Induction of Linguistic Structure
Cross-domain co-extraction of sentiment and topic lexicons

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Cross-lingual mixture model for sentiment classification

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Bootstrapping via graph propagation

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Information-theoretic multi-view domain adaptation

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
Three dependency-and-boundary models for grammar induction

EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Template co-update in multimodal biometric systems

ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Multiview hierarchical bayesian regression model andapplication to online advertising

Proceedings of the 21st ACM international conference on Information and knowledge management
Improving document clustering using automated machine translation

Proceedings of the 21st ACM international conference on Information and knowledge management
Using clustering analysis to improve semi-supervised classification

Neurocomputing
Active learning for relation type extension with local and global data views

Proceedings of the 21st ACM international conference on Information and knowledge management
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
PriSM: discovering and prioritizing severe technical issues from product discussion forums

Proceedings of the 21st ACM international conference on Information and knowledge management
A co-training based method for chinese patent semantic annotation

Proceedings of the 21st ACM international conference on Information and knowledge management
A hybrid generative/discriminative method for semi-supervised classification

Knowledge-Based Systems
Improving multi-label classification using semi-supervised learning and dimensionality reduction

PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Constrained semi-supervised learning using attributes and comparative attributes

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Two-granularity tracking: mediating trajectory and detection graphs for tracking under occlusions

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Coupled bayesian sets algorithm for semi-supervised learning and information extraction

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Maximum consistency preferential random walks

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Collaboratively built semi-structured content and Artificial Intelligence: The story so far

Artificial Intelligence
Adaptive SVM-Based classification increases performance of a MEG-Based brain-computer interface (BCI)

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Traffic sign classifier adaption by semi-supervised co-training

ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
Co-training on multi-view unlabelled data

Proceedings of the 27th Conference on Image and Vision Computing New Zealand
An architecture to efficiently learn co-similarities from multi-view datasets

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Analysis of co-training algorithm with very small training sets

SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Exploiting unlabeled data to enhance ensemble diversity

Data Mining and Knowledge Discovery
High performance query expansion using adaptive co-training

Information Processing and Management: an International Journal
Fuzzy semi-supervised co-clustering for text documents

Fuzzy Sets and Systems
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
A Self-Supervised Approach to Comment Spam Detection Based on Content Analysis

International Journal of Information Security and Privacy
A novel inductive semi-supervised SVM with graph-based self-training

IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Learning with weak views based on dependence maximization dimensionality reduction

IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
A survey of learning to rank for real-time twitter search

ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
Semi-Supervised Policy Recommendation for Online Social Networks

ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Learning Using Privileged Information with L-1 Support Vector Machine

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Clustering with Extended Constraints by Co-Training

WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
The use of orthogonal similarity relations in the prediction of authorship

CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
Bidirectional-isomorphic manifold learning at image semantic understanding & representation

Multimedia Tools and Applications
Clustering documents with labeled and unlabeled documents using fuzzy semi-Kmeans

Fuzzy Sets and Systems
Inter-training: Exploiting unlabeled data in multi-classifier systems

Knowledge-Based Systems
Stock price prediction based on a complex interrelation network of economic factors

Engineering Applications of Artificial Intelligence
Robust multiple-instance learning with superbags

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Disagreement-Based multi-system tracking

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Enhancing short text clustering with small external repositories

AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Question retrieval with user intent

Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Multiple feature fusion based on co-training approach and time regularization for place classification in wearable video

Advances in Multimedia
Prediction of movement direction in crude oil prices based on semi-supervised learning

Decision Support Systems
MI2LS: multi-instance learning from multiple informationsources

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Co-training and visualizing sentiment evolvement for tweet events

Proceedings of the 22nd international conference on World Wide Web companion
Cross-lingual web spam classification

Proceedings of the 22nd international conference on World Wide Web companion
Researcher homepage classification using unlabeled data

Proceedings of the 22nd international conference on World Wide Web
Book review: learning to classify text using support vector machines: methods, theory, and algorithms by thorstenjoachims cornell university dordrecht: kluwer academic publishers, 2002, xvii+205 pp; hardbound, isbn 0-7923-7679-x, $110.00, €121.00, £77.00

Computational Linguistics
Co-training over domain-independent and domain-dependent features for sentiment analysis of an online cancer support community

Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Machine learning for interactive systems and robots: a brief introduction

Proceedings of the 2nd Workshop on Machine Learning for Interactive Systems: Bridging the Gap Between Perception, Action and Communication
Web page and image semi-supervised classification with heterogeneous information fusion

Journal of Information Science
Building a second opinion: learning cross-company data

Proceedings of the 9th International Conference on Predictive Models in Software Engineering
Anomaly detection on ITS data via view association

Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description
Multiview semi-supervised ranking for automatic image annotation

Proceedings of the 21st ACM international conference on Multimedia
Semi-supervised learning using greedy max-cut

The Journal of Machine Learning Research
Neighborhood Correlation Analysis for Semi-paired Two-View Data

Neural Processing Letters
Co-segmentation of 3D shapes via multi-view spectral clustering

The Visual Computer: International Journal of Computer Graphics
Adaptive co-training SVM for sentiment classification on tweets

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Discovering health-related knowledge in social media using ensembles of heterogeneous features

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Clustering-based transduction for learning a ranking model with limited human labels

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A heterogenous automatic feedback semi-supervised method for image reranking

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
Toward supervised anomaly detection

Journal of Artificial Intelligence Research
Using naive bayes to detect spammy names in social networks

Proceedings of the 2013 ACM workshop on Artificial intelligence and security
A purity measure based transductive learning algorithm

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
On Knowledge-Enhanced Document Clustering

International Journal of Information Retrieval Research
Multi-view semi-supervised web image classification via co-graph

Neurocomputing
Sense-level subjectivity in a multilingual setting

Computer Speech and Language
End-user feature labeling: Supervised and semi-supervised approaches based on locally-weighted logistic regression

Artificial Intelligence
Active learning for human action retrieval using query pool selection

Neurocomputing
Multi-modal image annotation with multi-instance multi-label LDA

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view maximum entropy discrimination

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view discriminant transfer learning

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Document classification using semi-supervived mixture model of von Mises-Fisher distributions on document manifold

Proceedings of the Fourth Symposium on Information and Communication Technology
Effective and efficient microprocessor design space exploration using unlabeled design configurations

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
Multi-view classification with cross-view must-link and cannot-link side information

Knowledge-Based Systems
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
Keyword spotting for self-training of BLSTM NN based handwriting recognition systems

Pattern Recognition
A semi-supervised classification technique based on interacting forces

Neurocomputing
Capturing the essence of word-of-mouth for social commerce: Assessing the quality of online e-commerce reviews by a semi-supervised approach

Decision Support Systems
Semi-supervised learning combining co-training with active learning

Expert Systems with Applications: An International Journal
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
Feature enrichment and selection for transductive classification on networked data

Pattern Recognition Letters
Boosting for multiclass semi-supervised learning

Pattern Recognition Letters
Semi-supervised ensemble update strategies for on-line classification of fMRI data

Pattern Recognition Letters
Hinge loss bound approach for surrogate supervision multi-view learning

Pattern Recognition Letters
Analysis of unsupervised template update in biometric recognition systems

Pattern Recognition Letters
Supervised learning and Co-training

Theoretical Computer Science
Combining multiple views: Case studies on protein and arrhythmia features

Engineering Applications of Artificial Intelligence
Kernel-based transition probability toward similarity measure for semi-supervised learning

Pattern Recognition
Co-trained generative and discriminative trackers with cascade particle filter

Computer Vision and Image Understanding
Sparse semi-supervised learning on low-rank kernel

Neurocomputing
An analytical framework for event mining in video data

Artificial Intelligence Review
A co-boost framework for learning object categories from Google Images with 1st and 2nd order features

The Visual Computer: International Journal of Computer Graphics
A feature-based approach to better automatic treebank conversion

Language Resources and Evaluation
Aligned-Parallel-Corpora Based Semi-Supervised Learning for Arabic Mention Detection

IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification

Neurocomputing
Coupling as Strategy for Reducing Concept-Drift in Never-ending Learning Environments

Fundamenta Informaticae - Cognitive Informatics and Computational Intelligence: Theory and Applications
Improving multi-view semi-supervised learning with agreement-based sampling

Intelligent Data Analysis - Combined Learning Methods and Mining Complex Data
Enhancing K-Means using class labels

Intelligent Data Analysis
Mining movie archives for song sequences

Multimedia Tools and Applications
A novel approach for change detection of remotely sensed images using semi-supervised multiple classifier system

Information Sciences: an International Journal

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Combining labeled and unlabeled data with co-training

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