Elements of information theory
Elements of information theory
Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
A view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
Modern Information Retrieval
Concept Decompositions for Large Sparse Text Data Using Clustering
Machine Learning
FOCS '02 Proceedings of the 43rd Symposium on Foundations of Computer Science
Constrained K-means Clustering with Background Knowledge
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Semi-supervised Clustering by Seeding
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Markov Random Fields with Efficient Approximations
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
Information Theoretic Clustering of Sparse Co-Occurrence Data
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Generative model-based clustering of directional data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Adaptive duplicate detection using learnable string similarity measures
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Distributional clustering of English words
ACL '93 Proceedings of the 31st annual meeting on Association for Computational Linguistics
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
An information-theoretic analysis of hard and soft assignment methods for clustering
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Integrating constraints and metric learning in semi-supervised clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Combining partitions by probabilistic label aggregation
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Model-based overlapping clustering
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Analyzing Gene Expression Time-Courses
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Supervised clustering with support vector machines
ICML '05 Proceedings of the 22nd international conference on Machine learning
Semi-supervised graph clustering: a kernel approach
ICML '05 Proceedings of the 22nd international conference on Machine learning
Finding Representative Set from Massive Data
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Parameter-Free Spatial Data Mining Using MDL
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Framework for Semi-Supervised Learning Based on Subjective and Objective Clustering Criteria
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Discriminative Learning Framework with Pairwise Constraints for Video Object Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semi-supervised outlier detection
Proceedings of the 2006 ACM symposium on Applied computing
Text clustering with extended user feedback
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Refining hierarchical taxonomy structure via semi-supervised learning
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Semi-supervised model-based document clustering: A comparative study
Machine Learning
Semi-supervised training for statistical word alignment
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Modelling lexical redundancy for machine translation
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
The complexity of non-hierarchical clustering with instance and cluster level constraints
Data Mining and Knowledge Discovery
Penalized Probabilistic Clustering
Neural Computation
Generating Concept Ontologies through Text Mining
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Boosting statistical word alignment using labeled and unlabeled data
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Intractability and clustering with constraints
Proceedings of the 24th international conference on Machine learning
Information-theoretic metric learning
Proceedings of the 24th international conference on Machine learning
Revisiting probabilistic models for clustering with pair-wise constraints
Proceedings of the 24th international conference on Machine learning
On the value of pairwise constraints in classification and consistency
Proceedings of the 24th international conference on Machine learning
Efficient incremental constrained clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
BoostCluster: boosting clustering by pairwise constraints
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A probabilistic framework for relational clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A spectral clustering approach to optimally combining numericalvectors with a modular network
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Enhancing semi-supervised clustering: a feature projection perspective
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
From frequent itemsets to semantically meaningful visual patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
iLink: search and routing in social networks
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Offline/realtime traffic classification using semi-supervised learning
Performance Evaluation
A constraint-based probabilistic framework for name disambiguation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
A clustering framework based on subjective and objective validity criteria
ACM Transactions on Knowledge Discovery from Data (TKDD)
HISSCLU: a hierarchical density-based method for semi-supervised clustering
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Semi-supervised visual clustering for spherical coordinates systems
Proceedings of the 2008 ACM symposium on Applied computing
A unified framework for name disambiguation
Proceedings of the 17th international conference on World Wide Web
ACM Transactions on Knowledge Discovery from Data (TKDD)
Towards effective document clustering: A constrained K-means based approach
Information Processing and Management: an International Journal
Genetic-guided semi-supervised clustering algorithm with instance-level constraints
Proceedings of the 10th annual conference on Genetic and evolutionary computation
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
Knowledge transformation from word space to document space
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
ArnetMiner: extraction and mining of academic social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A Coding Hierarchy Computing Based Clustering Algorithm
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Spatial Fuzzy Clustering Using Varying Coefficients
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
ECML '07 Proceedings of the 18th European conference on Machine Learning
Clustering Trees with Instance Level Constraints
ECML '07 Proceedings of the 18th European conference on Machine Learning
K-Means with Large and Noisy Constraint Sets
ECML '07 Proceedings of the 18th European conference on Machine Learning
A Neural Network Approach to Similarity Learning
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Learning Similarity Measures from Pairwise Constraints with Neural Networks
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
A consensus based approach to constrained clustering of software requirements
Proceedings of the 17th ACM conference on Information and knowledge management
An active learning framework for semi-supervised document clustering with language modeling
Data & Knowledge Engineering
Non-negative matrix factorization for semi-supervised data clustering
Knowledge and Information Systems
Unsupervised Text Learning Based on Context Mixture Model with Dirichlet Prior
Advanced Web and NetworkTechnologies, and Applications
Semi-supervised graph clustering: a kernel approach
Machine Learning
Clustering with Feature Order Preferences
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A global optimization method for semi-supervised clustering
Data Mining and Knowledge Discovery
Pairwise Constrained Clustering for Sparse and High Dimensional Feature Spaces
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
ACM Computing Surveys (CSUR)
A semi-supervised approach to projected clustering with applications to microarray data
International Journal of Data Mining and Bioinformatics
C-DBSCAN: Density-Based Clustering with Constraints
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Semi-supervised clustering with limited background knowledge
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Learnable similarity functions and their applications to clustering and record linkage
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Using hidden Markov random fields to combine distributional and pattern-based word clustering
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A Probabilistic Approach for Constrained Clustering with Topological Map
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
A Semi-supervised Topic-Driven Approach for Clustering Textual Answers to Survey Questions
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Distance metric learning vs. Fisher discriminant analysis
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Interactive clustering of text collections according to a user-specified criterion
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Music clustering with features from different information sources
IEEE Transactions on Multimedia - Special section on communities and media computing
Learning assignment order of instances for the constrained K-means clustering algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Generalized cluster aggregation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Reusable components for partitioning clustering algorithms
Artificial Intelligence Review
Collaborative clustering with background knowledge
Data & Knowledge Engineering
Heterogeneous transfer learning for image clustering via the social web
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
C-DenStream: Using Domain Knowledge on a Data Stream
DS '09 Proceedings of the 12th International Conference on Discovery Science
New Labeling Strategy for Semi-supervised Document Categorization
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
Semi-supervised clustering using similarity neural networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A regularized formulation for spectral clustering with pairwise constraints
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Semi-supervised clustering with metric learning: An adaptive kernel method
Pattern Recognition
A novel semi-supervised fuzzy C-means clustering method
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Boosting with pairwise constraints
Neurocomputing
Data clustering: 50 years beyond K-means
Pattern Recognition Letters
A multiobjective simultaneous learning framework for clustering and classification
IEEE Transactions on Neural Networks
An integrated model for next page access prediction
International Journal of Knowledge and Web Intelligence
Anomaly intrusion detection for evolving data stream based on semi-supervised learning
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Evaluating detection of near duplicate video segments
Proceedings of the ACM International Conference on Image and Video Retrieval
Text document clustering with metric learning
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
On community outliers and their efficient detection in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised sparse metric learning using alternating linearization optimization
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering with feature order preferences
Intelligent Data Analysis - Artificial Intelligence
Density-based semi-supervised clustering
Data Mining and Knowledge Discovery
Using Crowdsourcing and Active Learning to Track Sentiment in Online Media
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A hybrid recommendation method with reduced data for large-scale application
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A Combination Approach to Web User Profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
A spectral approach to clustering numerical vectors as nodes in a network
Pattern Recognition
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
Background knowledge integration in clustering using purity indexes
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
Performance evaluation of constraints in graph-based semi-supervised clustering
AMT'10 Proceedings of the 6th international conference on Active media technology
Constrained spectral clustering via exhaustive and efficient constraint propagation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
ITCH: information-theoretic cluster hierarchies
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
On Graph-Based Name Disambiguation
Journal of Data and Information Quality (JDIQ)
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
Topic-constrained hierarchical clustering for document datasets
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Semantic search results clustering
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Video browsing using object trajectories
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Distance metric learning guided adaptive subspace semi-supervised clustering
Frontiers of Computer Science in China
Guided Locally Linear Embedding
Pattern Recognition Letters
Interactive feature selection for document clustering
Proceedings of the 2011 ACM Symposium on Applied Computing
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
Which noun phrases denote which concepts?
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
GIS enabled service site selection: Environmental analysis and beyond
Information Systems Frontiers
Semi-supervised parameter-free divisive hierarchical clustering of categorical data
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Clustering with relative constraints
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Outlier analysis for plastic card fraud detection a hybridized and multi-objective approach
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Graph-based clustering with constraints
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
BUCC '11 Proceedings of the 4th Workshop on Building and Using Comparable Corpora: Comparable Corpora and the Web
A semi-supervised fuzzy clustering algorithm applied to gene expression data
Pattern Recognition
Multi-task clustering via domain adaptation
Pattern Recognition
Semi-supervised agglomerative hierarchical clustering with ward method using clusterwise tolerance
MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence
Concurrent semi-supervised learning of data streams
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Semi-supervised k-means clustering by optimizing initial cluster centers
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Two classes of algorithms for data clustering
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
A framework for personalized and collaborative clustering of search results
Proceedings of the 20th ACM international conference on Information and knowledge management
Multi-modal constraint propagation for heterogeneous image clustering
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Tri-training and data editing based semi-supervised clustering algorithm
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Measuring constraint-set utility for partitional clustering algorithms
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Subspace metric ensembles for semi-supervised clustering of high dimensional data
ECML'06 Proceedings of the 17th European conference on Machine Learning
An adaptive kernel method for semi-supervised clustering
ECML'06 Proceedings of the 17th European conference on Machine Learning
Learning from pairwise constraints by Similarity Neural Networks
Neural Networks
Text clustering with limited user feedback under local metric learning
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
On context-aware co-clustering with metadata support
Journal of Intelligent Information Systems
Image annotations based on semi-supervised clustering with semantic soft constraints
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Relation strength-aware clustering of heterogeneous information networks with incomplete attributes
Proceedings of the VLDB Endowment
User-Interest-Based document filtering via semi-supervised clustering
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Finding itemset-sharing patterns in a large itemset-associated graph
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Semi-supervised constrained clustering with cluster outlier filtering
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
An experimental study of constrained clustering effectiveness in presence of erroneous constraints
Information Processing and Management: an International Journal
Topic discovery and topic-driven clustering for audit method datasets
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Semi-Supervised kernel clustering with sample-to-cluster weights
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Metric and kernel learning using a linear transformation
The Journal of Machine Learning Research
Detection of variable length anomalous subsequences in data streams
International Journal of Intelligent Information and Database Systems
Semi-supervised document clustering with dual supervision through seeding
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Enhancing semi-supervised document clustering with feature supervision
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Language modelling of constraints for text clustering
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Semi-supervised clustering of graph objects: a subgraph mining approach
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Semi-supervised learning with mixed knowledge information
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Two approaches to understanding when constraints help clustering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A unified framework for document clustering with dual supervision
ACM SIGAPP Applied Computing Review
A semi-supervised incremental clustering algorithm for streaming data
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Fast semi-supervised clustering with enhanced spectral embedding
Pattern Recognition
Semi-supervised clustering with discriminative random fields
Pattern Recognition
Semi supervised clustering: a pareto approach
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Personalized document clustering with dual supervision
Proceedings of the 2012 ACM symposium on Document engineering
LinkFCM: Relation integrated fuzzy c-means
Pattern Recognition
Semi-supervised fuzzy clustering with metric learning and entropy regularization
Knowledge-Based Systems
A new clustering approach for learning transcriptional modules
International Journal of Data Mining and Bioinformatics
Linear semi-supervised projection clustering by transferred centroid regularization
Journal of Intelligent Information Systems
Constraint projections for semi-supervised affinity propagation
Knowledge-Based Systems
Discovering latent domains for multisource domain adaptation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Clustering heterogeneous data with mutual semi-supervision
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Fuzzy semi-supervised co-clustering for text documents
Fuzzy Sets and Systems
Semi-supervised clustering via constrained symmetric non-negative matrix factorization
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Clustering tagged documents with labeled and unlabeled documents
Information Processing and Management: an International Journal
Optimizing temporal topic segmentation for intelligent text visualization
Proceedings of the 2013 international conference on Intelligent user interfaces
Semi-supervised learning with nuclear norm regularization
Pattern Recognition
Clustering documents with labeled and unlabeled documents using fuzzy semi-Kmeans
Fuzzy Sets and Systems
Boosting with side information
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Mining evolutionary multi-branch trees from text streams
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Robust clustering for social annotated images
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
On Knowledge-Enhanced Document Clustering
International Journal of Information Retrieval Research
Consensus strategy for clustering using RC-images
Pattern Recognition
Hybrid entity clustering using crowds and data
The VLDB Journal — The International Journal on Very Large Data Bases
Editorial: Partially supervised learning for pattern recognition
Pattern Recognition Letters
Pattern classification and clustering: A review of partially supervised learning approaches
Pattern Recognition Letters
Semi-supervised clustering of large data sets with kernel methods
Pattern Recognition Letters
A new interactive semi-supervised clustering model for large image database indexing
Pattern Recognition Letters
Personalized collaborative clustering
Proceedings of the 23rd international conference on World wide web
Change detection in remotely sensed images using semi-supervised clustering algorithms
International Journal of Knowledge Engineering and Soft Data Paradigms
Machine Learning
Review: A review of novelty detection
Signal Processing
Hi-index | 0.00 |
Unsupervised clustering can be significantly improved using supervision in the form of pairwise constraints, i.e., pairs of instances labeled as belonging to same or different clusters. In recent years, a number of algorithms have been proposed for enhancing clustering quality by employing such supervision. Such methods use the constraints to either modify the objective function, or to learn the distance measure. We propose a probabilistic model for semi-supervised clustering based on Hidden Markov Random Fields (HMRFs) that provides a principled framework for incorporating supervision into prototype-based clustering. The model generalizes a previous approach that combines constraints and Euclidean distance learning, and allows the use of a broad range of clustering distortion measures, including Bregman divergences (e.g., Euclidean distance and I-divergence) and directional similarity measures (e.g., cosine similarity). We present an algorithm that performs partitional semi-supervised clustering of data by minimizing an objective function derived from the posterior energy of the HMRF model. Experimental results on several text data sets demonstrate the advantages of the proposed framework.