Semi-supervised Clustering by Seeding

Building Text Classifiers Using Positive and Unlabeled Examples

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

A probabilistic framework for semi-supervised clustering

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

Integrating constraints and metric learning in semi-supervised clustering

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

Locally linear metric adaptation for semi-supervised clustering

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

On Discovery of Extremely Low-Dimensional Clusters Using Semi-Supervised Projected Clustering

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

Semi-supervised learning with an imperfect supervisor

Knowledge and Information Systems

Active semi-supervised fuzzy clustering for image database categorization

Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval

Data Clustering with Partial Supervision

Data Mining and Knowledge Discovery

Mixture Modeling with Pairwise, Instance-Level Class Constraints

Neural Computation

Adapting k-means for supervised clustering

Applied Intelligence

On semi-supervised clustering via multiobjective optimization

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

Document clustering with prior knowledge

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

A conceptual clustering approach for user profiling in personal information agents

AI Communications

Locally linear metric adaptation with application to semi-supervised clustering and image retrieval

Pattern Recognition

The complexity of non-hierarchical clustering with instance and cluster level constraints

Data Mining and Knowledge Discovery

Penalized Probabilistic Clustering

Neural Computation

Using bilingual comparable corpora and semi-supervised clustering for topic tracking

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

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

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

Toward knowledge-driven data mining

Proceedings of the 2007 international workshop on Domain driven data mining

Topic tracking based on bilingual comparable corpora and semisupervised clustering

ACM Transactions on Asian Language Information Processing (TALIP)

Domain-Driven, Actionable Knowledge Discovery

IEEE Intelligent Systems

Active semi-supervised fuzzy clustering

Pattern Recognition

Active semi-supervised fuzzy clustering

Pattern Recognition

Model-driven formative evaluation of exploratory search: A study under a sensemaking framework

Information Processing and Management: an International Journal

Network snomaly detection based on semi-supervised clustering

SMO'07 Proceedings of the 7th WSEAS International Conference on Simulation, Modelling and Optimization

Image classification using biologically inspired systems

MobiMedia '06 Proceedings of the 2nd international conference on Mobile multimedia communications

Towards effective document clustering: A constrained K-means based approach

Information Processing and Management: an International Journal

A two-step classification approach to unsupervised record linkage

AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70

Leveraging user query log: toward improving image data clustering

CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval

Self-taught clustering

Proceedings of the 25th international conference on Machine learning

Topic-bridged PLSA for cross-domain text classification

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

Classification with partial labels

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

Class structure visualization with semi-supervised growing self-organizing maps

Neurocomputing

Semi-supervised Clustering Using Incomplete Prior Knowledge

ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007

A Semi-supervised Clustering Algorithm Based on Must-Link Set

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

Improving Classification with Pairwise Constraints: A Margin-Based Approach

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

A Novel Spike Sorting Method Based on Semi-supervised Learning

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

Constrained locally weighted clustering

Proceedings of the VLDB Endowment

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

Semi-supervised graph clustering: a kernel approach

Machine Learning

Fuzzy c-means clustering with prior biological knowledge

Journal of Biomedical Informatics

A global optimization method for semi-supervised clustering

Data Mining and Knowledge Discovery

Using instance-level constraints in agglomerative hierarchical clustering: theoretical and empirical results

Data Mining and Knowledge Discovery

Semi-supervised Clustering for Word Instances and Its Effect on Word Sense Disambiguation

CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing

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

Text classification by labeling words

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence

Semi-supervised clustering with limited background knowledge

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence

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

Learning to classify texts using positive and unlabeled data

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

Interactive constrained clustering for patent document set

Proceedings of the 2nd international workshop on Patent information retrieval

Music clustering with features from different information sources

IEEE Transactions on Multimedia - Special section on communities and media computing

Metric learning for semi-supervised clustering using pairwise constraints and the geometrical structure of data

Intelligent Data Analysis

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

Fundamenta Informaticae

Collaborative clustering with background knowledge

Data & Knowledge Engineering

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

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

2010 Special Issue: Semi-supervised learning for tree-structured ensembles of RBF networks with Co-Training

Neural Networks

Data clustering: 50 years beyond K-means

Pattern Recognition Letters

Building clusters of related words: an unsupervised approach

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

A semi-supervised clustering algorithm for data exploration

IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems

Personal name disambiguation in web search results based on a semi-supervised clustering approach

ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers

Constrained clustering for gene expression data mining

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

Non-linear metric learning using pairwise similarity and dissimilarity constraints and the geometrical structure of data

Pattern Recognition

Automated Hierarchical Density Shaving: A Robust Automated Clustering and Visualization Framework for Large Biological Data Sets

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

Redefining class definitions using constraint-based clustering: an application to remote sensing of the earth's surface

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining

Density-based semi-supervised clustering

Data Mining and Knowledge Discovery

Data clustering with size constraints

Knowledge-Based Systems

Multi-view clustering with constraint propagation for learning with an incomplete mapping between views

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

Background knowledge integration in clustering using purity indexes

KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management

A novel initialization method for semi-supervised clustering

KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management

A cluster-level semi-supervision model for interactive clustering

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

Constrained parameter estimation for semi-supervised learning: the case of the nearest mean classifier

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

Automated constraint selection for semi-supervised clustering algorithm

CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence

Interactive feature selection for document clustering

Proceedings of the 2011 ACM Symposium on Applied Computing

Clustering with relative constraints

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

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

Clustering-based leaders' selection in multi-objective particle swarm optimisation

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

A new semi-supervised clustering algorithm with pairwise constraints by competitive agglomeration

Applied Soft Computing

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

A human action recognition algorithm based on semi-supervised kmeans clustering

Transactions on edutainment VI

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

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

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

Subspace metric ensembles for semi-supervised clustering of high dimensional data

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

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

Agglomerative hierarchical clustering with constraints: theoretical and empirical results

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

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

Kernel-Based metric adaptation with pairwise constraints

ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics

On context-aware co-clustering with metadata support

Journal of Intelligent Information Systems

Learning from positive and unlabeled examples with different data distributions

ECML'05 Proceedings of the 16th European conference on Machine Learning

Using supervised clustering to enhance classifiers

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems

User-Interest-Based document filtering via semi-supervised clustering

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems

On the effects of constraints in semi-supervised hierarchical clustering

ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition

Semi-supervised linear discriminant analysis using moment constraints

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

Consensus clustering based on constrained self-organizing map and improved Cop-Kmeans ensemble in intelligent decision support systems

Knowledge-Based 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

A latent variable ranking model for content-based retrieval

ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval

Cross-Guided Clustering: Transfer of Relevant Supervision across Tasks

ACM Transactions on Knowledge Discovery from Data (TKDD)

Integrating meta-path selection with user-guided object clustering in heterogeneous information networks

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

Semi-supervised clustering with discriminative random fields

Pattern Recognition

Semi-supervised clustering: a case study

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

Applying a novel decision rule to the semi-supervised clustering method based on one-class SVM

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I

Helping mobile apps bootstrap with fewer users

Proceedings of the 2012 ACM Conference on Ubiquitous Computing

Semi-supervised fuzzy clustering with metric learning and entropy regularization

Knowledge-Based Systems

Semi-supervised clustering algorithm for haplotype assembly problem based on MEC model

International Journal of Data Mining and Bioinformatics

Enhancing relation extraction by eliciting selectional constraint features from wikipedia

NLDB'07 Proceedings of the 12th international conference on Applications of Natural Language to Information Systems

Identifying rare classes with sparse training data

DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications

Using clustering analysis to improve semi-supervised classification

Neurocomputing

Clustering heterogeneous data with mutual semi-supervision

SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval

A knowledge-driven bi-clustering method for mining noisy datasets

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

Fuzzy semi-supervised co-clustering for text documents

Fuzzy Sets and Systems

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

Clustering documents with labeled and unlabeled documents using fuzzy semi-Kmeans

Fuzzy Sets and Systems

Interactive text document clustering using feature labeling

Proceedings of the 2013 ACM symposium on Document engineering

PathSelClus: Integrating Meta-Path Selection with User-Guided Object Clustering in Heterogeneous Information Networks

ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012

Medical image retrieval using bag of meaningful visual words: unsupervised visual vocabulary pruning with PLSA

Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare

Local-to-global semi-supervised feature selection

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

The novel seeding-based semi-supervised fuzzy clustering algorithm inspired by diffusion processes

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I

On Knowledge-Enhanced Document Clustering

International Journal of Information Retrieval Research

Semi-supervised clustering via multi-level random walk

Pattern Recognition

A new semi-supervised hierarchical active clustering based on ranking constraints for analysts groupization

Applied Intelligence

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

Pattern Recognition Letters

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

Pattern Recognition Letters

A new interactive semi-supervised clustering model for large image database indexing

Pattern Recognition Letters

Semi-supervised change detection using modified self-organizing feature map neural network

Applied Soft Computing

Instance driven clustering for the imputation of missing data in KDD

International Journal of Communication Networks and Distributed Systems

Change detection in remotely sensed images using semi-supervised clustering algorithms

International Journal of Knowledge Engineering and Soft Data Paradigms

Hierarchical constraints

Machine Learning