Transductive Inference for Text Classification using Support Vector Machines

Analyzing the effectiveness and applicability of co-training

Proceedings of the ninth international conference on Information and knowledge management

Web page classification based on k-nearest neighbor approach

IRAL '00 Proceedings of the fifth international workshop on on Information retrieval with Asian languages

Text categorization for multi-page documents: a hybrid naive Bayes HMM approach

Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries

Support vector machine active learning for image retrieval

MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia

Support vector machine pairwise classifiers with error reduction for image classification

MULTIMEDIA '01 Proceedings of the 2001 ACM workshops on Multimedia: multimedia information retrieval

Using LSI for text classification in the presence of background text

Proceedings of the tenth international conference on Information and knowledge management

SVM binary classifier ensembles for image classification

Proceedings of the tenth international conference on Information and knowledge management

Machine learning in automated text categorization

ACM Computing Surveys (CSUR)

Extracting query modifications from nonlinear SVMs

Proceedings of the 11th international conference on World Wide Web

I-Gaia: an information processing layer for the DIET platform

Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3

Boosting to correct inductive bias in text classification

Proceedings of the eleventh international conference on Information and knowledge management

Hidden Markov Models for Text Categorization in Multi-Page Documents

Journal of Intelligent Information Systems

Partially Supervised Text Classification: Combining Labeled and Unlabeled Documents Using an EM-like Scheme

ECML '00 Proceedings of the 11th European Conference on Machine Learning

Text Categorization Using Transductive Boosting

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

Support Vector Machines for Polycategorical Classification

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Learning Classification with Both Labeled and Unlabeled Data

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Towards Self-Exploring Discriminating Features

MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition

Learning from Labeled and Unlabeled Documents: A Comparative Study on Semi-Supervised Text Classification

PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery

Transductive Learning: Learning Iris Data with Two Labeled Data

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Semi-supervised Learning in Medical Image Database

PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining

Text Categorization Using Adaptive Context Trees

CICLing '01 Proceedings of the Second International Conference on Computational Linguistics and Intelligent Text Processing

Text categorization based on k-nearest neighbor approach for web site classification

Information Processing and Management: an International Journal

PEBL: positive example based learning for Web page classification using SVM

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

Combining clustering and co-training to enhance text classification using unlabelled data

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

Mining newsgroups using networks arising from social behavior

WWW '03 Proceedings of the 12th international conference on World Wide Web

Multiple instance learning with generalized support vector machines

Eighteenth national conference on Artificial intelligence

Email classification with co-training

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

Learning with progressive transductive support vector machine

Pattern Recognition Letters

Making Documents Work: Challenges for Document Understanding

ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2

Support vector machine active learning with applications to text classification

The Journal of Machine Learning Research

A Mixture Model and EM-Based Algorithm for Class Discovery, Robust Classification, and Outlier Rejection in Mixed Labeled/Unlabeled Data Sets

IEEE Transactions on Pattern Analysis and Machine Intelligence

Effectiveness of Information Extraction, Multi-Relational, and Semi-Supervised Learning for Predicting Functional Properties of Genes

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

CBC: Clustering Based Text Classification Requiring Minimal Labeled Data

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

PEBL: Web Page Classification without Negative Examples

IEEE Transactions on Knowledge and Data Engineering

Adaptive duplicate detection using learnable string similarity measures

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

Text classification from positive and unlabeled documents

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management

Segmentation Given Partial Grouping Constraints

IEEE Transactions on Pattern Analysis and Machine Intelligence

Evolutionary semi-supervised fuzzy clustering

Pattern Recognition Letters

Support Vector Machine approach for cancer detection using Amplified Fragment length Polymorphism (AFLP) screening method

APBC '04 Proceedings of the second conference on Asia-Pacific bioinformatics - Volume 29

Machine learning in low-level microarray analysis

ACM SIGKDD Explorations Newsletter

Web taxonomy integration using support vector machines

Proceedings of the 13th international conference on World Wide Web

Websights: who owns streaming media?

IEEE Spectrum

Semantic video classification and feature subset selection under context and concept uncertainty

Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries

RCV1: A New Benchmark Collection for Text Categorization Research

The Journal of Machine Learning Research

GeneWays: a system for extracting, analyzing, visualizing, and integrating molecular pathway data

Journal of Biomedical Informatics

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

Information Processing and Management: an International Journal

Web-page classification through summarization

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval

Email is a stage: discovering people roles from email archives

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval

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

Machine Learning

A probabilistic framework for semi-supervised clustering

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

Incorporating prior knowledge with weighted margin support vector machines

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

Kernel conditional random fields: representation and clique selection

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

Co-EM support vector learning

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

Tri-Training: Exploiting Unlabeled Data Using Three Classifiers

IEEE Transactions on Knowledge and Data Engineering

Open Set Face Recognition Using Transduction

IEEE Transactions on Pattern Analysis and Machine Intelligence

Semi-supervised learning with an imperfect supervisor

Knowledge and Information Systems

Beyond the point cloud: from transductive to semi-supervised learning

ICML '05 Proceedings of the 22nd international conference on Machine learning

Large margin non-linear embedding

ICML '05 Proceedings of the 22nd international conference on Machine learning

Effective transductive learning via objective model selection

Pattern Recognition Letters

Comparison of extreme learning machine with support vector machine for text classification

IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence

Q2C@UST: our winning solution to query classification in KDDCUP 2005

ACM SIGKDD Explorations Newsletter

Combining labelled and unlabelled data: a case study on fisher kernels and transductive inference for biological entity recognition

COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20

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

Virtual examples for text classification with Support Vector Machines

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

Mixture Modeling with Pairwise, Instance-Level Class Constraints

Neural Computation

A Unified Log-Based Relevance Feedback Scheme for Image Retrieval

IEEE Transactions on Knowledge and Data Engineering

Model-based transductive learning of the kernel matrix

Machine Learning

Large-scale text categorization by batch mode active learning

Proceedings of the 15th international conference on World Wide Web

An incremental algorithm about the affinity-rule based transductive learning machine for semi-supervised problem

Intelligent information processing II

An ensemble-driven k-NN approach to ill-posed classification problems

Pattern Recognition Letters - Special issue: Pattern recognition in remote sensing (PRRS 2004)

Protein classification using transductive learning on phylogenetic profiles

Proceedings of the 2006 ACM symposium on Applied computing

Training TSVM with the proper number of positive samples

Pattern Recognition Letters

Semi-supervised learning for structured output variables

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

A continuation method for semi-supervised SVMs

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

Trading convexity for scalability

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

Nonstationary kernel combination

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

Deterministic annealing for semi-supervised kernel machines

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

Label propagation through linear neighborhoods

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

On semi-supervised clustering via multiobjective optimization

Proceedings of the 8th annual conference on Genetic and evolutionary computation

Blocking objectionable web content by leveraging multiple information sources

ACM SIGKDD Explorations Newsletter

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)

Improving the estimation of relevance models using large external corpora

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

Document clustering with prior knowledge

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

Text clustering with extended user feedback

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

Large scale semi-supervised linear SVMs

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

Incremental approximate matrix factorization for speeding up support vector machines

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Learning from positive and unlabeled examples

Theoretical Computer Science - Algorithmic learning theory (ALT 2000)

Semi-supervised model-based document clustering: A comparative study

Machine Learning

Bond rating using support vector machine

Intelligent Data Analysis

Query enrichment for web-query classification

ACM Transactions on Information Systems (TOIS)

Object tracking: A survey

ACM Computing Surveys (CSUR)

A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data

The Journal of Machine Learning Research

Active EM to reduce noise in activity recognition

Proceedings of the 12th international conference on Intelligent user interfaces

A language independent method for question classification

COLING '04 Proceedings of the 20th international conference on Computational Linguistics

Query expansion with the minimum user feedback by transductive learning

HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing

Rapid and brief communication: An algorithm for semi-supervised learning in image retrieval

Pattern Recognition

FS_SFS: A novel feature selection method for support vector machines

Pattern Recognition

Fingerprint matching based on weighting method and the SVM

Neurocomputing

Global, local and personalised modeling and pattern discovery in bioinformatics: An integrated approach

Pattern Recognition Letters

LexNet: a graphical environment for graph-based NLP

COLING-ACL '06 Proceedings of the COLING/ACL on Interactive presentation sessions

Transductive Methods for the Distributed Ensemble Classification Problem

Neural Computation

Active Learning with Feedback on Features and Instances

The Journal of Machine Learning Research

Large Scale Transductive SVMs

The Journal of Machine Learning Research

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

The Journal of Machine Learning Research

Boosting statistical word alignment using labeled and unlabeled data

COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions

The rendezvous algorithm: multiclass semi-supervised learning with Markov random walks

Proceedings of the 24th international conference on Machine learning

Multiple instance learning for sparse positive bags

Proceedings of the 24th international conference on Machine learning

Kernel selection forl semi-supervised kernel machines

Proceedings of the 24th international conference on Machine learning

Boosting for transfer learning

Proceedings of the 24th international conference on Machine learning

Simple, robust, scalable semi-supervised learning via expectation regularization

Proceedings of the 24th international conference on Machine learning

On the relation between multi-instance learning and semi-supervised learning

Proceedings of the 24th international conference on Machine learning

Transductive support vector machines for structured variables

Proceedings of the 24th international conference on Machine learning

Hybrid coevolutionary algorithms vs. SVM algorithms

Proceedings of the 9th annual conference on Genetic and evolutionary computation

Reliable information retrieval evaluation with incomplete and biased judgements

SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval

Using clustering to enhance text classification

SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval

Co-clustering based classification for out-of-domain documents

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Semi-supervised classification with hybrid generative/discriminative methods

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Noise reduction through summarization for Web-page classification

Information Processing and Management: an International Journal

Adapting appearance models of semantic concepts to particular videos via transductive learning

Proceedings of the international workshop on Workshop on multimedia information retrieval

Video search reranking through random walk over document-level context graph

Proceedings of the 15th international conference on Multimedia

KernTune: self-tuning Linux kernel performance using support vector machines

Proceedings of the 2007 annual research conference of the South African institute of computer scientists and information technologists on IT research in developing countries

Email answering assistance by semi-supervised text classification

Intelligent Data Analysis

Semisupervised Regression with Cotraining-Style Algorithms

IEEE Transactions on Knowledge and Data Engineering

Semisupervised Query Expansion with Minimal Feedback

IEEE Transactions on Knowledge and Data Engineering

Learning to Transform Time Series with a Few Examples

IEEE Transactions on Pattern Analysis and Machine Intelligence

Nonsmooth Optimization Techniques for Semisupervised Classification

IEEE Transactions on Pattern Analysis and Machine Intelligence

Incorporating feature hierarchy and boosting to achieve more effective classifier training and concept-oriented video summarization and skimming

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)

Label Propagation through Linear Neighborhoods

IEEE Transactions on Knowledge and Data Engineering

Feature synthesized EM algorithm for image retrieval

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)

Incorporating prior knowledge in support vector machines for classification: A review

Neurocomputing

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

Machine Learning

Transductive learning with EM algorithm to classify proteins based on phylogenetic profiles

International Journal of Data Mining and Bioinformatics

Using unlabeled data to handle domain-transfer problem of semantic detection

Proceedings of the 2008 ACM symposium on Applied computing

Semi-supervised learning integrated with classifier combination for word sense disambiguation

Computer Speech and Language

Non-stationary data sequence classification using online class priors estimation

Pattern Recognition

Can chinese web pages be classified with english data source?

Proceedings of the 17th international conference on World Wide Web

Selective dissemination of XML documents based on genetically learned user model and Support Vector Machines

Intelligent Data Analysis

Combining visual dictionary, kernel-based similarity and learning strategy for image category retrieval

Computer Vision and Image Understanding

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

Pattern Recognition Letters

A unified architecture for natural language processing: deep neural networks with multitask learning

Proceedings of the 25th international conference on Machine learning

Large scale manifold transduction

Proceedings of the 25th international conference on Machine learning

ManifoldBoost: stagewise function approximation for fully-, semi- and un-supervised learning

Proceedings of the 25th international conference on Machine learning

Graph transduction via alternating minimization

Proceedings of the 25th international conference on Machine learning

A boosting algorithm for learning bipartite ranking functions with partially labeled data

Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval

Learning from labeled features using generalized expectation criteria

Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval

Topic-bridged PLSA for cross-domain text classification

Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval

Optimization Techniques for Semi-Supervised Support Vector Machines

The Journal of Machine Learning Research

Semi-supervised learning with data calibration for long-term time series forecasting

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Spectral domain-transfer learning

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Semi-supervised approach to rapid and reliable labeling of large data sets

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Cuts3vm: a fast semi-supervised svm algorithm

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Ontology negotiation in heterogeneous multi-agent systems: The ANEMONE system

Applied Ontology - Formal Ontologies for Communicating Agents

A Fast and Accurate Progressive Algorithm for Training Transductive SVMs

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III

Transductive Learning from Relational Data

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

Analyzing Co-training Style Algorithms

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

Semi-supervised Collaborative Text Classification

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

Bridged Refinement for Transfer Learning

PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases

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

Iterative Reinforcement Cross-Domain Text Classification

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications

Online Manifold Regularization: A New Learning Setting and Empirical Study

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

Large-Scale Clustering through Functional Embedding

ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II

Semi-Supervised Boosting for Multi-Class Classification

ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II

Semi-supervised Discriminant Analysis Via CCCP

ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II

A Web-Based Self-training Approach for Authorship Attribution

GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing

Event Detection and Tracking Based on Improved Incremental K-Means and Transductive SVM

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence

A Generic Diffusion Kernel for Semi-supervised Learning

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks

Fast semi-supervised SVM classifiers using a priori metric information

Optimization Methods & Software - Mathematical programming in data mining and machine learning

Non-smoothness in classification problems

Optimization Methods & Software - THE JOINT EUROPT-OMS CONFERENCE ON OPTIMIZATION, 4-7 JULY, 2007, PRAGUE, CZECH REPUBLIC, PART I

Learning from partially supervised data using mixture models and belief functions

Pattern Recognition

Transfer learning from multiple source domains via consensus regularization

Proceedings of the 17th ACM conference on Information and knowledge management

Transductive multi-label learning for video concept detection

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

Agnostic active learning

Journal of Computer and System Sciences

Extensions of transductive learning for distributed ensemble classification and application to biometric authentication

Neurocomputing

Protein functional class prediction with a combined graph

Expert Systems with Applications: An International Journal

Support vector machines for aerobic fitness prediction of athletes

Expert Systems with Applications: An International Journal

Support vector machines combined with feature selection for breast cancer diagnosis

Expert Systems with Applications: An International Journal

A Modeling Approach Using Multiple Graphs for Semi-Supervised Learning

DS '08 Proceedings of the 11th International Conference on Discovery Science

Non-negative matrix factorization for semi-supervised data clustering

Knowledge and Information Systems

Improving Transductive Support Vector Machine by Ensembling

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

Cross-Domain Knowledge Transfer Using Semi-supervised Classification

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

An Ontology-Based Sentiment Classification Methodology for Online Consumer Reviews

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01

Keyword-Labeled Classification with Auxiliary Unlabeled Documents

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03

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

Constrained Local Regularized Transducer for Multi-Component Category Classification

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

Classification techniques with minimal labelling effort and application to medical reports

International Journal of Data Mining and Bioinformatics

Support vector machines for predicting the admission decision of a candidate to the School of Physical Education and Sports at Cukurova University

Expert Systems with Applications: An International Journal

A relational approach to probabilistic classification in a transductive setting

Engineering Applications of Artificial Intelligence

Microcalcification classification assisted by content-based image retrieval for breast cancer diagnosis

Pattern Recognition

A novel efficient classification algorithm for search engines

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

Adapting svm for data sparseness and imbalance: A case study in information extraction

Natural Language Engineering

Graffiti: node labeling in heterogeneous networks

Proceedings of the 18th international conference on World wide web

Least Square Transduction Support Vector Machine

Neural Processing Letters

Using the Web as corpus for self-training text categorization

Information Retrieval

Adapting Naive Bayes to Domain Adaptation for Sentiment Analysis

ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval

Maximum margin transfer learning

Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation

EigenTransfer: a unified framework for transfer learning

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Domain adaptation from multiple sources via auxiliary classifiers

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Semi-supervised learning using label mean

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

Prototype vector machine for large scale semi-supervised learning

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Blog categorization exploiting domain dictionary and dynamically estimated domains of unknown words

HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers

Semi-supervised fuzzy clustering: A kernel-based approach

Knowledge-Based Systems

Learning with Sequential Minimal Transductive Support Vector Machine

FAW '09 Proceedings of the 3d International Workshop on Frontiers in Algorithmics

Transductive-Weighted Neuro-Fuzzy Inference System for Tool Wear Prediction in a Turning Process

HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems

A New Fuzzy Hierarchical Classification Based on SVM for Text Categorization

ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition

Technical perspective: Machine learning for complex predictions

Communications of the ACM - Scratch Programming for All

A discrete mixture-based kernel for SVMs: Application to spam and image categorization

Information Processing and Management: an International Journal

Lexicon acquisition for dialectal Arabic using transductive learning

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing

A distributed approach to enabling privacy-preserving model-based classifier training

Knowledge and Information Systems

Soft-supervised learning for text classification

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

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

Semi-supervised learning for semantic parsing using support vector machines

NAACL-Short '07 Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers

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

New Regularized Algorithms for Transductive Learning

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Subspace Regularization: A New Semi-supervised Learning Method

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Semi-Supervised Multi-Task Regression

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Unsupervised and semi-supervised multi-class support vector machines

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2

Word sense disambiguation with semi-supervised learning

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3

Transferring naive bayes classifiers for text classification

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Kernel regression with order preferences

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

On discriminative semi-supervised classification

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

Is unlabeled data suitable for multiclass SVM-based web page classification?

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

Explicit learning curves for transduction and application to clustering and compression algorithms

Journal of Artificial Intelligence Research

Graph-based semi-supervised learning as a generative model

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

Semi-supervised learning for multi-component data classification

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

A bi-fuzzy progressive transductive support vector machine(BFPTSVM) algorithm

Expert Systems with Applications: An International Journal

Semi-supervised learning with explicit misclassification modeling

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

NLP-driven IR: evaluating performances over a text classification task

IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2

Semi-supervised regression with co-training

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

Large margin transductive transfer learning

Proceedings of the 18th ACM conference on Information and knowledge management

A risk minimization framework for domain adaptation

Proceedings of the 18th ACM conference on Information and knowledge management

Efficient multi-class unlabeled constrained semi-supervised SVM

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

Tensor-based transductive learning for multimodality video semantic concept detection

IEEE Transactions on Multimedia

Distributed visual-target-surveillance system in wireless sensor networks

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Selecting informative universum sample for semi-supervised learning

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Knowledge transfer on hybrid graph

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Semi-GAPS: A Semi-supervised Clustering Method Using Point Symmetry

Fundamenta Informaticae

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

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

Spanning SVM Tree for Personalized Transductive Learning

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

Improving Text Classification Performance with Incremental Background Knowledge

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

Improved Online Support Vector Machines Spam Filtering Using String Kernels

CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications

New Labeling Strategy for Semi-supervised Document Categorization

KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management

An Improved Path-Based Transductive Support Vector Machines Algorithm for Blind Steganalysis Classification

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

Domain adaptive bootstrapping for named entity recognition

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

Help-training semi-supervised LS-SVM

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)

Soft constraint harmonic energy minimization for transductive learning and its two interpretations

Neural Processing Letters

A new discriminant principal component analysis method with partial supervision

Neural Processing Letters

Boosting with pairwise constraints

Neurocomputing

Learning to integrate web taxonomies

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

Statistical modeling and conceptualization of natural images

Pattern Recognition

Maximum Relative Margin and Data-Dependent Regularization

The Journal of Machine Learning Research

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

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

Open problems in efficient semi-supervised PAC learning

COLT'07 Proceedings of the 20th annual conference on Learning theory

Active reranking for web image search

IEEE Transactions on Image Processing

Large-scale bot detection for search engines

Proceedings of the 19th international conference on World wide web

Localized content-based image retrieval using semi-supervised multiple instance learning

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

Taking advantage of the web for text classification with imbalanced classes

MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence

Fake finger detection based on time-series fingerprint image analysis

ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications

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

Semi-supervised graph-ranking for text retrieval

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology

Seeing several stars: a rating inference task for a document containing several evaluation criteria

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Semi-supervised document classification with a mislabeling error model

ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval

A novel transductive learning algorithm based on multi-agent-system

IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application

Classification by semi-supervised discriminative regularization

Neurocomputing

Batch mode active learning based multi-view text classification

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7

Knowledge transferring via implicit link analysis

DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications

ONDUX: on-demand unsupervised learning for information extraction

Proceedings of the 2010 ACM SIGMOD International Conference on Management of data

A general learning framework using local and global regularization

Pattern Recognition

Transfer estimation of evolving class priors in data stream classification

Pattern Recognition

Unsupervised strategies for information extraction by text segmentation

Proceedings of the Fourth SIGMOD PhD Workshop on Innovative Database Research

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 study of spam filtering using support vector machines

Artificial Intelligence Review

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

Data mining to predict and prevent errors in health insurance claims processing

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

A knowledge-based model using ontologies for personalized web information gathering

Web Intelligence and Agent Systems

Graph sharpening

Expert Systems with Applications: An International Journal

Semi-supervised sequence classification using abstraction augmented Markov models

Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology

Feature selection in the Laplacian support vector machine

Computational Statistics & Data Analysis

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

Discriminative semi-supervised feature selection via manifold regularization

IEEE Transactions on Neural Networks

Efficient graph-based semi-supervised learning of structured tagging models

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

How about utilizing ordinal information from the distribution of unlabeled data

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

Mixture model label propagation

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

Semi-supervised Bayesian ARTMAP

Applied Intelligence

Grouping product features using semi-supervised learning with soft-constraints

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

Performance of NB and SVM classifiers in Islamic Arabic data

Proceedings of the 1st International Conference on Intelligent Semantic Web-Services and Applications

Semi-supervised ranking for document retrieval

Computer Speech and Language

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

Enhancing content-based image retrieval using machine learning techniques

AMT'10 Proceedings of the 6th international conference on Active media technology

Transductive learning from textual data with relevant example selection

DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II

Weakly supervised classification of objects in images using soft random forests

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV

Predictive distribution matching SVM for multi-domain learning

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I

Multi class semi-supervised classification with graph construction based on adaptive metric learning

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II

A self-trained ensemble with semisupervised SVM: An application to pixel classification of remote sensing imagery

Pattern Recognition

Learning aspect models with partially labeled data

Pattern Recognition Letters

Rule extraction from support vector machines: A review

Neurocomputing

Using local alignments for relation recognition

Journal of Artificial Intelligence Research

Cause identification from aviation safety incident reports via weakly supervised semantic lexicon construction

Journal of Artificial Intelligence Research

A misleading attack against semi-supervised learning for intrusion detection

MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence

Multidimensional mining of large-scale search logs: a topic-concept cube approach

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

Visual tracking via online manifold regularization

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

Semi-supervised multi-class Adaboost by exploiting unlabeled data

Expert Systems with Applications: An International Journal

MIEA: a mutual iterative enhancement approach for cross-domain sentiment classification

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters

Which clustering do you want? inducing your ideal clustering with minimal feedback

Journal of Artificial Intelligence Research

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

Personalized mode transductive spanning SVM classification tree

Information Sciences: an International Journal

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

An effective procedure exploiting unlabeled data to build monitoring system

Expert Systems with Applications: An International Journal

An approach for adaptive associative classification

Expert Systems with Applications: An International Journal

Categorize arabic data sets using multi-class classification based on association rule approach

Proceedings of the 2011 International Conference on Intelligent Semantic Web-Services and Applications

Intelligent decision making based on pattern matching & mind-maps

ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers

Software defect detection with rocus

Journal of Computer Science and Technology

Help-Training for semi-supervised support vector machines

Pattern Recognition

A subspace decision cluster classifier for text classification

Expert Systems with Applications: An International Journal

Support Vector Machine incorporated with feature discrimination

Expert Systems with Applications: An International Journal

Domain adaptation for text categorization by feature labeling

ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval

Incorporating a priori knowledge from detractor points into support vector classification

ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II

A transductive multi-label learning approach for video concept detection

Pattern Recognition

Active learning with adaptive regularization

Pattern Recognition

A fast quasi-Newton method for semi-supervised SVM

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

Integrating hierarchical feature selection and classifier training for multi-label image annotation

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval

Cross-language web page classification via dual knowledge transfer using nonnegative matrix tri-factorization

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

An instance selection algorithm based on reverse nearest neighbor

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

Serendipitous learning: learning beyond the predefined label space

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

Laplacian Support Vector Machines Trained in the Primal

The Journal of Machine Learning Research

Mixed convexity & optimization of the SVM QP problem for nonlinear polynomial kernel maps

Proceedings of the 15th WSEAS international conference on Computers

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

Privacy preserving semi-supervised learning for labeled graphs

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I

Learning from partially annotated sequences

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I

Purging false negatives in cancer diagnosis using incremental active learning

IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning

Speedy local search for semi-supervised regularized least-squares

KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence

Semi-supervised learning to rank with preference regularization

Proceedings of the 20th ACM international conference on Information and knowledge management

Semi-supervised SVMs for classification with unknown class proportions and a small labeled dataset

Proceedings of the 20th ACM international conference on Information and knowledge management

Can irrelevant data help semi-supervised learning, why and how?

Proceedings of the 20th ACM international conference on Information and knowledge management

A multi-class SVM classification system based on learning methods from indistinguishable chinese official documents

Expert Systems with Applications: An International Journal

Learning frame relevance for video classification

MM '11 Proceedings of the 19th ACM international conference on Multimedia

Discriminative probabilistic models for relational data

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Feature selection and dualities in maximum entropy discrimination

UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence

Information extraction for standardization of tourism products

CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence

Bilingual co-training for sentiment classification of chinese product reviews

Computational Linguistics

Natural Language Processing (Almost) from Scratch

The Journal of Machine Learning Research

Semi-Supervised Learning with Measure Propagation

The Journal of Machine Learning Research

Tri-training and data editing based semi-supervised clustering algorithm

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

Mining Recurring Concept Drifts with Limited Labeled Streaming Data

ACM Transactions on Intelligent Systems and Technology (TIST)

Oscillating feature subset search algorithm for text categorization

CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications

Transductive learning for text classification using explicit knowledge models

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

Semi-supervised learning for image retrieval using support vector machines

ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I

Graph based semi-supervised learning with sharper edges

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

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

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

A novel T2-SVM for partially supervised classification

PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence

Transductive support vector machines using simulated annealing

CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I

Selective dissemination of XML documents using GAs and SVM

CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I

Importance-based web page classification using cost-sensitive SVM

WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management

A comparative study on the use of labeled and unlabeled data for large margin classifiers

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

A two-stage decision model for information filtering

Decision Support Systems

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

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

"I loan because...": understanding motivations for pro-social lending

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

Learning Instance Weighted Naive Bayes from labeled and unlabeled data

Journal of Intelligent Information Systems

Logistic label propagation

Pattern Recognition Letters

A PAC-Style model for learning from labeled and unlabeled data

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

Text categorization using SVMs with rocchio ensemble for internet information classification

ICCNMC'05 Proceedings of the Third international conference on Networking and Mobile Computing

A framework for incorporating class priors into discriminative classification

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

SETRED: self-training with editing

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

Feature subsumption for sentiment classification in multiple languages

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

Compact margin machine

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

Mining inter-entity semantic relations using improved transductive learning

IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing

Graffiti: graph-based classification in heterogeneous networks

World Wide Web

Oracle coached decision trees and lists

IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis

Using linguistic information and machine learning techniques to identify entities from juridical documents

Semantic Processing of Legal Texts

Pushing the boundaries of crowd-enabled databases with query-driven schema expansion

Proceedings of the VLDB Endowment

Robust Video Content Analysis via Transductive Learning

ACM Transactions on Intelligent Systems and Technology (TIST)

Large-Scale inference of network-service disruption upon natural disasters

Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data

A TSVM-Based minutiae matching approach for fingerprint verification

IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication

Multi-view laplacian support vector machines

ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II

On the utility of partially labeled data for classification of microarray data

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

Using key sentence to improve sentiment classification

AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology

A multiple kernel framework for inductive semi-supervised SVM learning

Neurocomputing

Automated text classification using a dynamic artificial neural network model

Expert Systems with Applications: An International Journal

A framework for application-driven classification of data streams

Neurocomputing

Transfer learning with local smoothness regularizer

APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications

Improved generative semisupervised learning based on finely grained component-conditional class labeling

Neural Computation

On minimum distribution discrepancy support vector machine for domain adaptation

Pattern Recognition

Concept labeling: building text classifiers with minimal supervision

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Bi-weighting domain adaptation for cross-language text classification

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Kinship verification through transfer learning

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three

Double enhancement learning for explicit internal representations: unifying self-enhancement and information enhancement to incorporate information on input variables

Applied Intelligence

Semi-supervised learning with mixed knowledge information

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

Learning word sense disambiguation in biomedical text with difference between training and test distributions

International Journal of Data Mining and Bioinformatics

Content-based retrieval for heterogeneous domains: domain adaptation by relative aggregation points

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval

Ontology negotiation in heterogeneous multi-agent systems: The ANEMONE system

Applied Ontology - Formal Ontologies for Communicating Agents

Layered security architecture for masquerade attack detection

DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy

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

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

Knowledge-Based Systems

Compensating for annotation errors in training a relation extractor

EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics

Stylometric analysis of scientific articles

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

Detecting ECG abnormalities via transductive transfer learning

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

Dependency Parsing domain adaptation using transductive SVM

ROBUS-UNSUP '12 Proceedings of the Joint Workshop on Unsupervised and Semi-Supervised Learning in NLP

Towards scalable speech act recognition in Twitter: tackling insufficient training data

Proceedings of the Workshop on Semantic Analysis in Social Media

Information-theoretic multi-view domain adaptation

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2

Using clustering analysis to improve semi-supervised classification

Neurocomputing

Framework for stream learning algorithms

International Journal of Computational Intelligence Studies

Analysis of presence-only data via semi-supervised learning approaches

Computational Statistics & Data Analysis

Similarity constrained latent support vector machine: an application to weakly supervised action classification

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII

Graph-Based transduction with confidence

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

Learning from positive and unlabelled examples using maximum margin clustering

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III

High performance query expansion using adaptive co-training

Information Processing and Management: an International Journal

Triplex transfer learning: exploiting both shared and distinct concepts for text classification

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

A class of smooth semi-supervised SVM by difference of convex functions programming and algorithm

Knowledge-Based Systems

Towards content-level coherence with aspect-guided summarization

ACM Transactions on Speech and Language Processing (TSLP)

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

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)

A Comparative Study of Cross-Lingual Sentiment Classification

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

Semi-supervised learning with nuclear norm regularization

Pattern Recognition

Recognition of word collocation habits using frequency rank ratio and inter-term intimacy

Expert Systems with Applications: An International Journal

Stock price prediction based on a complex interrelation network of economic factors

Engineering Applications of Artificial Intelligence

A supervised machine learning classification algorithm for research articles

Proceedings of the 28th Annual ACM Symposium on Applied Computing

Apparel classification with style

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV

Emerging topic detection for organizations from microblogs

Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval

A predictive deviance criterion for selecting a generative model in semi-supervised classification

Computational Statistics & Data Analysis

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

Decision Support Systems

Collaborative boosting for activity classification in microblogs

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

Walk and learn: a two-stage approach for opinion words and opinion targets co-extraction

Proceedings of the 22nd international conference on World Wide Web companion

The impact of semi-supervised clustering on text classification

Proceedings of the 17th Panhellenic Conference on Informatics

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

Semi-supervised learning using greedy max-cut

The Journal of Machine Learning Research

JKernelMachines: a simple framework for kernel machine

The Journal of Machine Learning Research

Regularized bundle methods for convex and non-convex risks

The Journal of Machine Learning Research

Adaptive co-training SVM for sentiment classification on tweets

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

Toward supervised anomaly detection

Journal of Artificial Intelligence Research

A second order cone programming approach for semi-supervised learning

Pattern Recognition

Semi-supervised learning of hidden conditional random fields for time-series classification

Neurocomputing

Improving semi-supervised text classification by using wikipedia knowledge

WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management

Using objective ground-truth labels created by multiple annotators for improved video classification: A comparative study

Computer Vision and Image Understanding

High-level attributes modeling for indoor scenes classification

Neurocomputing

Semi-supervised clinical text classification with Laplacian SVMs: An application to cancer case management

Journal of Biomedical Informatics

DCA based algorithms for feature selection in semi-supervised support vector machines

MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition

AZDrugMiner: an information extraction system for mining patient-reported adverse drug events in online patient forums

ICSH'13 Proceedings of the 2013 international conference on Smart Health

On Knowledge-Enhanced Document Clustering

International Journal of Information Retrieval Research

Learning person-specific models for facial expression and action unit recognition

Pattern Recognition Letters

Adaptive loss minimization for semi-supervised elastic embedding

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

Early active learning via robust representation and structured sparsity

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

Concept learning for cross-domain text classification: a general probabilistic framework

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

Local learning integrating global structure for large scale semi-supervised classification

Computers & Mathematics with Applications

Search by multiple examples

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

A class of semi-supervised support vector machines by DC programming

Advances in Data Analysis and Classification

Semi-supervised learning combining co-training with active learning

Expert Systems with Applications: An International Journal

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

Pattern Recognition Letters

Unlabeling data can improve classification accuracy

Pattern Recognition Letters

Semi-supervised linear discriminant analysis through moment-constraint parameter estimation

Pattern Recognition Letters

Boosting for multiclass semi-supervised learning

Pattern Recognition Letters

A bagging SVM to learn from positive and unlabeled examples

Pattern Recognition Letters

Convex and scalable weakly labeled SVMs

The Journal of Machine Learning Research

Sparse semi-supervised learning on low-rank kernel

Neurocomputing

Self-taught learning via exponential family sparse coding for cost-effective patient thought record categorization

Personal and Ubiquitous Computing

A novelty detection machine and its application to bank failure prediction

Neurocomputing

On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification

Neurocomputing