Semi-supervised support vector machines

Statistical Pattern Recognition: A Review

IEEE Transactions on Pattern Analysis and Machine Intelligence

Using LSI for text classification in the presence of background text

Proceedings of the tenth international conference on Information and knowledge management

Linear Programming Boosting via Column Generation

Machine Learning

Learning Classification with Both Labeled and Unlabeled Data

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

Simultaneous Relevant Feature Identification and Classification in High-Dimensional Spaces

WABI '02 Proceedings of the Second International Workshop on Algorithms in Bioinformatics

Simultaneous classification and relevant feature identification in high-dimensional spaces: application to molecular profiling data

Signal Processing - Special issue: Genomic signal processing

Exploiting unlabeled data in ensemble methods

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

Learning with progressive transductive support vector machine

Pattern Recognition Letters

Building Text Classifiers Using Positive and Unlabeled Examples

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

Evolutionary semi-supervised fuzzy clustering

Pattern Recognition Letters

Semi-supervised learning for facial expression recognition

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

Machine learning in low-level microarray analysis

ACM SIGKDD Explorations Newsletter

Incorporating prior knowledge with weighted margin support vector machines

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

Improving SVM accuracy by training on auxiliary data sources

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

Semisupervised Learning of Classifiers: Theory, Algorithms, and Their Application to Human-Computer Interaction

IEEE Transactions on Pattern Analysis and Machine Intelligence

Text Classification without Labeled Negative Documents

ICDE '05 Proceedings of the 21st International Conference on Data Engineering

Semi-supervised learning with an imperfect supervisor

Knowledge and Information Systems

Text Classification without Negative Examples Revisit

IEEE Transactions on Knowledge and Data Engineering

Data Clustering with Partial Supervision

Data Mining and Knowledge Discovery

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)

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

Deterministic annealing for semi-supervised kernel machines

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

Document clustering with prior knowledge

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

Relevance feedback algorithm based on learning from labeled and unlabeled data

ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2

Efficient semantic annotation method for indexing large personal video database

MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval

Learning with unlabeled data for text categorization using bootstrapping and feature projection techniques

ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics

A co-training framework for searching XML documents

Information Systems

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

Pattern Recognition Letters

Synthesis of maximum margin and multiview learning using unlabeled data

Neurocomputing

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

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

Proceedings of the 24th international conference on Machine learning

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

A semisupervised support vector machines algorithm for BCI systems

Computational Intelligence and Neuroscience - EEG/MEG Signal Processing

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

Machine Learning

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

Pattern Recognition Letters

Optimization Techniques for Semi-Supervised Support Vector Machines

The Journal of Machine Learning Research

Cuts3vm: a fast semi-supervised svm algorithm

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

Privacy-preserving classification of vertically partitioned data via random kernels

ACM Transactions on Knowledge Discovery from Data (TKDD)

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

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

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

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 with sample dependent hypothesis spaces

Computers & Mathematics with Applications

Transductive multi-label learning for video concept detection

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

Least Square Transduction Support Vector Machine

Neural Processing Letters

Data preparation for sample-based face detection

International Journal of Computer Applications in Technology

Kernel-Based Transductive Learning with Nearest Neighbors

APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management

Semi-supervised learning using label mean

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

Learning from ambiguously labeled examples

Intelligent Data Analysis - Selected papers from IDA2005, Madrid, Spain

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

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

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

Journal of Artificial Intelligence Research

Transduction with confidence and credibility

IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2

Integrating background knowledge into text classification

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

MRM: an adaptive framework for XML searching

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

Semi-supervised classification using sparse Gaussian process regression

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

Semi-supervised Robust Alternating AdaBoost

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

Semi-supervised learning in knowledge discovery

Fuzzy Sets and Systems

Open problems in efficient semi-supervised PAC learning

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

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

Semi-supervised classification and noise detection

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

Semi-supervised learning applied to large data sets with very few labeled examples

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

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

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

Knowledge-Based Systems

PBSVM: Partitioning and biased support vector machine for vocal fold pathology assessment using labeled and unlabeled data sets

Expert Systems with Applications: An International Journal

Ant based semi-supervised classification

ANTS'10 Proceedings of the 7th international conference on Swarm intelligence

Support Vector Machines with the Ramp Loss and the Hard Margin Loss

Operations Research

Help-Training for semi-supervised support vector machines

Pattern Recognition

A transductive multi-label learning approach for video concept detection

Pattern Recognition

A fast quasi-Newton method for semi-supervised SVM

Pattern Recognition

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

Serendipitous learning: learning beyond the predefined label space

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

Fuzzy semi-supervised support vector machines

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

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

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

An efficient algorithm for maximal margin clustering

Journal of Global Optimization

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

Automated retraining methods for document classification and their parameter tuning

WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering

Semi-supervised dynamic counter propagation network

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

Learning from ambiguously labeled examples

IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis

Compact margin machine

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

Multi-view laplacian support vector machines

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

A multiple kernel framework for inductive semi-supervised SVM learning

Neurocomputing

Estimate unlabeled-data-distribution for semi-supervised PU learning

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

A review of optimization methodologies in support vector machines

Neurocomputing

Friend or frenemy?: predicting signed ties in social networks

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

Bidirectional semi-supervised learning with graphs

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

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

Knowledge-Based Systems

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

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

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

Aggregation pheromone metaphor for semi-supervised classification

Pattern Recognition

Learning with limited and noisy tagging

Proceedings of the 21st ACM international conference on Multimedia

Adaptive co-training SVM for sentiment classification on tweets

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

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

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

Computers & Mathematics with Applications

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

Advances in Data Analysis and Classification

Boosting for multiclass semi-supervised learning

Pattern Recognition Letters

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