Learning the unified kernel machines for classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
The Journal of Machine Learning Research
Interactive Semisupervised Learning for Microarray Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Using the wisdom of the crowds for keyword generation
Proceedings of the 17th international conference on World Wide Web
Integrating rich user feedback into intelligent user interfaces
Proceedings of the 13th international conference on Intelligent user interfaces
Relevance aggregation projections for image retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Classification using discriminative restricted Boltzmann machines
Proceedings of the 25th international conference on Machine learning
Pairwise constraint propagation by semidefinite programming for semi-supervised classification
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
The asymptotics of semi-supervised learning in discriminative probabilistic models
Proceedings of the 25th international conference on Machine learning
Covariate Shift Adaptation by Importance Weighted Cross Validation
The Journal of Machine Learning Research
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
Optimization Techniques for Semi-Supervised Support Vector Machines
The Journal of Machine Learning Research
Large margin vs. large volume in transductive learning
Machine Learning
Kernels, regularization and differential equations
Pattern Recognition
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
Hypergraph spectral learning for multi-label classification
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
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Transferred Dimensionality Reduction
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
A Generic Diffusion Kernel for Semi-supervised Learning
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Regularization on Graphs with Function-adapted Diffusion Processes
The Journal of Machine Learning Research
Improving supervised learning performance by using fuzzy clustering method to select training data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Fuzzy theory and technology with applications
MM '08 Proceedings of the 16th ACM international conference on Multimedia
A Modeling Approach Using Multiple Graphs for Semi-Supervised Learning
DS '08 Proceedings of the 11th International Conference on Discovery Science
WASA '08 Proceedings of the Third International Conference on Wireless Algorithms, Systems, and Applications
A comparative study of simple online learning strategies for streaming data
WSEAS Transactions on Circuits and Systems
Towards Machine Learning on the Semantic Web
Uncertainty Reasoning for the Semantic Web I
View-Invariant Pose Recognition Using Multilinear Analysis and the Universum
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Semi-supervised graph clustering: a kernel approach
Machine Learning
A relational approach to probabilistic classification in a transductive setting
Engineering Applications of Artificial Intelligence
Semi-supervised kernel density estimation for video annotation
Computer Vision and Image Understanding
Graph-based tools for microscopic cellular image segmentation
Pattern Recognition
Semisupervised SVM batch mode active learning with applications to image retrieval
ACM Transactions on Information Systems (TOIS)
Online learning strategies for classification of static data streams
DIWEB'08 Proceedings of the 8th WSEAS international conference on Distance learning and web engineering
Semi-supervised orthogonal discriminant analysis via label propagation
Pattern Recognition
Foundations and Trends in Information Retrieval
A general procedure for learning mixtures of independent component analyzers
Pattern Recognition
Self-training Strategies for Handwriting Word Recognition
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
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
Semi-supervised ensemble ranking
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Zero-data learning of new tasks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Classification by discriminative regularization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Efficient multi-class unlabeled constrained semi-supervised SVM
Proceedings of the 18th ACM conference on Information and knowledge management
Beyond distance measurement: constructing neighborhood similarity for video annotation
IEEE Transactions on Multimedia - Special section on communities and media computing
Correlative linear neighborhood propagation for video annotation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Spectral kernel learning for semi-supervised classification
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Preference learning with extreme examples
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Kernel methods for minimally supervised wsd
Computational Linguistics
Incremental semi-supervised clustering in a data stream with a flock of agents
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Coping with Distribution Change in the Same Domain Using Similarity-Based Instance Weighting
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
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
New Labeling Strategy for Semi-supervised Document Categorization
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
Semi-supervised particle filter for visual tracking
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Traversable path identification in unstructured terrains: a Markov random walk approach
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Local properties of RBF-SVM during training for incremental learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Supervised self-taught learning: actively transferring knowledge from unlabeled data
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A speed-up algorithm for Poisson propagation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Boosting with pairwise constraints
Neurocomputing
Information and Software Technology
Why Does Unsupervised Pre-training Help Deep Learning?
The Journal of Machine Learning Research
Transductive rademacher complexity and its applications
COLT'07 Proceedings of the 20th annual conference on Learning theory
Active learning strategies: a case study for detection of emotions in speech
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Transductive learning for spatial regression with co-training
Proceedings of the 2010 ACM Symposium on Applied Computing
Robust face recognition strategies using feed-forward architectures and parts
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
A novel fuzzy kernel C-means algorithm for document clustering
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Exploiting propositionalization based on random relational rules for semi-supervised learning
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Incremental template updating for face recognition in home environments
Pattern Recognition
Co-training with relevant random subspaces
Neurocomputing
A general learning framework using local and global regularization
Pattern Recognition
Proceedings of the ACM International Conference on Image and Video Retrieval
Asymmetric semi-supervised boosting for SVM active learning in CBIR
Proceedings of the ACM International Conference on Image and Video Retrieval
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Joint learning of labels and distance metric
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Using unsupervised analysis to constrain generalization bounds for support vector classifiers
IEEE Transactions on Neural Networks
Graph-based classification of multiple observation sets
Pattern Recognition
Learning Gradients: Predictive Models that Infer Geometry and Statistical Dependence
The Journal of Machine Learning Research
Artificial Intelligence Review
Supervised learning based power management for multicore processors
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
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
Estimating accuracy for text classification tasks on large 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
Active learning with extremely sparse labeled examples
Neurocomputing
Semi-supervised Bayesian ARTMAP
Applied Intelligence
A semi-supervised approach for reject inference in credit scoring using SVMs
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A graph-based projection approach for semi-supervised clustering
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
Algorithms and theory of computation handbook
Improving video concept detection using spatio-temporal correlation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Extracting structures in image collections for object recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Semantic label sharing for learning with many categories
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Weakly supervised classification of objects in images using soft random forests
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
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
Artificial Intelligence in Medicine
Semi-supervised approach for finding cancer sub-classes on gene expression data
BSB'10 Proceedings of the Advances in bioinformatics and computational biology, and 5th Brazilian conference on Bioinformatics
Active learning in multimedia annotation and retrieval: A survey
ACM Transactions on Intelligent Systems and Technology (TIST)
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
Robust multi-view boosting with priors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
ICA mixtures applied to ultrasonic nondestructive classification of archaeological ceramics
EURASIP Journal on Advances in Signal Processing - Special issue on signal processing in advanced nondestructive materials inspection
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
Self-training for handwritten text line recognition
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Sparse Semi-supervised Learning Using Conjugate Functions
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Personalized mode transductive spanning SVM classification tree
Information Sciences: an International Journal
Theoretical Computer Science
Improving handwritten keyword spotting with self-training
Proceedings of the 2011 ACM Symposium on Applied Computing
Software defect detection with rocus
Journal of Computer Science and Technology
Locally regressive G-optimal design for image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
A new co-training-style random forest for computer aided diagnosis
Journal of Intelligent Information Systems
Discriminative deep belief networks for visual data classification
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
Graph transduction as a non-cooperative game
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
View construction for multi-view semi-supervised learning
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
Effective sentiment stream analysis with self-augmenting training and demand-driven projection
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Instance selection in semi-supervised learning
Canadian AI'11 Proceedings of the 24th Canadian conference on Advances in artificial intelligence
From bias to opinion: a transfer-learning approach to real-time sentiment analysis
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Partially labeled topic models for interpretable text mining
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
Locally Defined Principal Curves and Surfaces
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Graph Laplacian for semi-supervised feature selection in regression problems
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Opcode-sequence-based semi-supervised unknown malware detection
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Relational mining in spatial domains: accomplishments and challenges
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Collective classification for packed executable identification
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Semi-supervised learning for mixed-type data via formal concept analysis
ICCS'11 Proceedings of the 19th international conference on Conceptual structures for discovering knowledge
Collective classification using heterogeneous classifiers
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
Constrained laplacian score for semi-supervised feature selection
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Manifold coarse graining for online semi-supervised learning
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
Higher order contractive auto-encoder
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Aspects of semi-supervised and active learning in conditional random fields
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Learning from label proportions by optimizing cluster model selection
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
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
iDVS: an interactive multi-document visual summarization system
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Fuzzy c-means clustering with mutual relation constraints: construction of two types of algorithms
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Automatic segmentation of dermoscopic images by iterative classification
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
Research of immune intrusion detection algorithm based on semi-supervised clustering
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Graph characterization via backtrackless paths
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
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
The machine learning and traveling repairman problem
ADT'11 Proceedings of the Second international conference on Algorithmic decision theory
Speedy local search for semi-supervised regularized least-squares
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Two classes of algorithms for data clustering
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
Semi-supervised classification based on random subspace dimensionality reduction
Pattern Recognition
Graph-Cut Based Iterative Constrained Clustering
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
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
SMILER: Towards Practical Online Traffic Classification
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
Multiple-View Multiple-Learner Semi-Supervised Learning
Neural Processing Letters
Laplacian adaptive context-based SVM for video concept detection
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
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
Unsupervised Weight Parameter Estimation Method for Ensemble Learning
Journal of Mathematical Modelling and Algorithms
Graph based semi-supervised learning with sharper edges
ECML'06 Proceedings of the 17th European conference on Machine Learning
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
Automatic classification of building types in 3D city models
Geoinformatica
Spectral clustering with discriminant cuts
Knowledge-Based Systems
Simultaneous clustering and classification over cluster structure representation
Pattern Recognition
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
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
Graph transduction as a noncooperative game
Neural Computation
Semi-supervised ensemble classification in subspaces
Applied Soft Computing
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
Similarity scores based on background samples
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Transductive segmentation of textured meshes
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Handling concept drift via ensemble and class distribution estimation technique
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Mining uncertain data streams using clustering feature decision trees
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - 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
Foundations and Trends® in Computer Graphics and Vision
Unlabeled data and multiple views
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Learning algorithms for the classification restricted Boltzmann machine
The Journal of Machine Learning Research
A case study on meta-generalising: a Gaussian processes approach
The Journal of Machine Learning Research
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Dense Neighborhoods on Affinity Graph
International Journal of Computer Vision
Identifying Gene Pathways Associated with Cancer Characteristics via Sparse Statistical Methods
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Ensemble based positive unlabeled learning for time series classification
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Concept labeling: building text classifiers with minimal supervision
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Positive unlabeled learning for time series classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Identifying Linux bug fixing patches
Proceedings of the 34th International Conference on Software Engineering
Semi-supervised learning with mixed knowledge information
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Fast semi-supervised clustering with enhanced spectral embedding
Pattern Recognition
Semi-supervised clustering with discriminative random fields
Pattern Recognition
International Journal of Data Mining and Bioinformatics
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
A classifier based on minimum circum circle
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Semi-supervised vehicle recognition: an approximate region constrained approach
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
A new relational Tri-training system with adaptive data editing for inductive logic programming
Knowledge-Based Systems
Proceedings of the 5th ACM workshop on Security and artificial intelligence
Integrating Spectral Kernel Learning and Constraints in Semi-Supervised Classification
Neural Processing Letters
A weakly supervised model for sentence-level semantic orientation analysis with multiple experts
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
A hybrid generative/discriminative method for semi-supervised classification
Knowledge-Based Systems
A modification of the k-means method for quasi-unsupervised learning
Knowledge-Based Systems
Semi-supervised discriminatively regularized classifier with pairwise constraints
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Safe robot learning by energy limitation
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part III
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
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
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Inductive clustering and twofold approximations in nearest neighbor clustering
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Training minimum enclosing balls for cross tasks knowledge transfer
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Constrained log-likelihood-based semi-supervised linear discriminant analysis
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Diagnose the premalignant pancreatic cancer using high dimensional linear machine
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
Exploiting unlabeled data to enhance ensemble diversity
Data Mining and Knowledge Discovery
Semi-supervised learning of facial attributes in video
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Semi-supervised clustering via constrained symmetric non-negative matrix factorization
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Influence of erroneous pairwise constraints in semi-supervised clustering
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Opcode sequences as representation of executables for data-mining-based unknown malware detection
Information Sciences: an International Journal
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
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
Semi-supervised segmentation using multiple segmentation hypotheses from a single atlas
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
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
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
Toward finding hidden communities based on user profile
Journal of Intelligent Information Systems
Semi-supervised learning with nuclear norm regularization
Pattern Recognition
Semi-supervised learning with density-ratio estimation
Machine Learning
Boosting with side information
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Prediction of movement direction in crude oil prices based on semi-supervised learning
Decision Support Systems
Sharing training data among different activity classes
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Literature survey of active learning in multimedia annotation and retrieval
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Probability-one homotopy maps for tracking constrained clustering solutions
Proceedings of the High Performance Computing Symposium
Semi-supervised learning using greedy max-cut
The Journal of Machine Learning Research
Coherence functions with applications in large-margin classification methods
The Journal of Machine Learning Research
Regularized bundle methods for convex and non-convex risks
The Journal of Machine Learning Research
Neighborhood Correlation Analysis for Semi-paired Two-View Data
Neural Processing Letters
Total variation regularization for training of indoor location fingerprints
Proceedings of the 2nd ACM annual international workshop on Mission-oriented wireless sensor networking
Convolutional Deep Networks for Visual Data Classification
Neural Processing Letters
A second order cone programming approach for semi-supervised learning
Pattern Recognition
Nonnegative Least-Squares Methods for the Classification of High-Dimensional Biological Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Secure semi-supervised vector quantization for dissimilarity data
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Neural Computation
Semi-supervised kernel minimum squared error based on manifold structure
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Semi-Supervised learning using random walk limiting probabilities
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Statistical relational data integration for information extraction
RW'13 Proceedings of the 9th international conference on Reasoning Web: semantic technologies for intelligent data access
Low-rank coding with b-matching constraint for semi-supervised classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Social trust prediction using heterogeneous networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
Combining supervised and unsupervised models via unconstrained probabilistic embedding
Information Sciences: an International Journal
Supervised learning and Co-training
Theoretical Computer Science
Semi-supervised change detection using modified self-organizing feature map neural network
Applied Soft Computing
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Change detection in remotely sensed images using semi-supervised clustering algorithms
International Journal of Knowledge Engineering and Soft Data Paradigms
Coupling as Strategy for Reducing Concept-Drift in Never-ending Learning Environments
Fundamenta Informaticae - Cognitive Informatics and Computational Intelligence: Theory and Applications
Rectifying the representation learned by Non-negative Matrix Factorization
International Journal of Knowledge-based and Intelligent Engineering Systems
Sharpened graph ensemble for semi-supervised learning
Intelligent Data Analysis
Semi-supervised learning on closed set lattices
Intelligent Data Analysis
Information Sciences: an International Journal
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In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents state-of-the-art algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research. Semi-Supervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or low-density separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the low-density separation assumption, graph-based methods, and algorithms that perform two-step learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semi-supervised learning and transduction. Adaptive Computation and Machine Learning series