From Instance-level Constraints to Space-Level Constraints: Making the Most of Prior Knowledge in Data Clustering

CBC: Clustering Based Text Classification Requiring Minimal Labeled Data

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

Non-redundant clustering with conditional ensembles

Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining

Semi-supervised graph clustering: a kernel approach

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

Mixture Modeling with Pairwise, Instance-Level Class Constraints

Neural Computation

Near-duplicate detection by instance-level constrained clustering

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

Correlation clustering in general weighted graphs

Theoretical Computer Science - Approximation and online algorithms

Semi-supervised annotation of brushwork in paintings domain using serial combinations of multiple experts

MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

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

Pattern Recognition

Constrained data clustering by depth control and progressive constraint relaxation

The VLDB Journal — The International Journal on Very Large Data Bases

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

Data Mining and Knowledge Discovery

Penalized Probabilistic Clustering

Neural Computation

Non-redundant data clustering

Knowledge and Information Systems

BoostCluster: boosting clustering by pairwise constraints

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

Robust path-based spectral clustering

Pattern Recognition

Pairwise Rayleigh quotient classifier with application to the analysis of breast tumors

SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications

Active semi-supervised fuzzy clustering

Pattern Recognition

Active semi-supervised fuzzy clustering

Pattern Recognition

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

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

Information Processing and Management: an International Journal

Message Passing Clustering (MPC): a knowledge-based framework for clustering under biological constraints

International Journal of Data Mining and Bioinformatics

Leveraging user query log: toward improving image data clustering

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

Genetic-guided semi-supervised clustering algorithm with instance-level constraints

Proceedings of the 10th annual conference on Genetic and evolutionary computation

Pairwise constraint propagation by semidefinite programming for semi-supervised classification

Proceedings of the 25th international conference on Machine learning

SpotSigs: robust and efficient near duplicate detection in large web collections

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

Constrained Clustering Via Concavity Cuts

CPAIOR '07 Proceedings of the 4th international conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems

Clustering Trees with Instance Level Constraints

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

Improving k-Nearest Neighbour Classification with Distance Functions Based on Receiver Operating Characteristics

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

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

Supervised Gravitational Clustering with Bipolar Fuzzification

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

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

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

A semi-supervised approach to projected clustering with applications to microarray data

International Journal of Data Mining and Bioinformatics

On defining affinity graph for spectral clustering through ranking on manifolds

Neurocomputing

Semi-supervised clustering with limited background knowledge

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

Avoiding Bias in Text Clustering Using Constrained K-means and May-Not-Links

ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory

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

Spectral learning

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

Clustering with Constrained Similarity Learning

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03

Learning assignment order of instances for the constrained K-means clustering algorithm

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

Semi-supervised metric learning using pairwise constraints

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

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

Multilingual spectral clustering using document similarity propagation

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2

Unsupervised and constrained Dirichlet process mixture models for verb clustering

GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics

Using clustering to learn distance functions for supervised similarity assessment

Engineering Applications of Artificial Intelligence

Pairwise Rayleigh quotient classifier with application to the analysis of breast tumors

SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications

A novel semi-supervised fuzzy C-means clustering method

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

A semi-supervised clustering algorithm based on rough reduction

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

Value, cost, and sharing: open issues in constrained clustering

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Classification with positive and negative equivalence constraints: theory, computation and human experiments

BVAI'07 Proceedings of the 2nd international conference on Advances in brain, vision and artificial intelligence

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

Density-based semi-supervised clustering

Data Mining and Knowledge Discovery

Data clustering with size constraints

Knowledge-Based Systems

Boosting Clustering by Active Constraint Selection

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

Active learning for constrained Dirichlet process mixture models

GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics

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

Constrained spectral clustering via exhaustive and efficient constraint propagation

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

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

Semi-supervised agglomerative hierarchical clustering using clusterwise tolerance based pairwise constraints

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

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

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

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

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

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

Two classes of algorithms for data clustering

IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making

Spectral clustering: A semi-supervised approach

Neurocomputing

Towards constrained co-clustering in ordered 0/1 data sets

ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems

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

Hierarchical clustering with proximity metric derived from approximate reflectional symmetry

FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery

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

Person spotting: video shot retrieval for face sets

CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval

Improving constrained clustering with active query selection

Pattern Recognition

On context-aware co-clustering with metadata support

Journal of Intelligent Information Systems

Using clustering to learn distance functions for supervised similarity assessment

MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition

Active constrained clustering by examining spectral eigenvectors

DS'05 Proceedings of the 8th international conference on Discovery Science

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

An experimental study of constrained clustering effectiveness in presence of erroneous constraints

Information Processing and Management: an International Journal

Hierarchical confidence-based active clustering

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 distance metric learning based on local linear regression for data clustering

Neurocomputing

Cross-Guided Clustering: Transfer of Relevant Supervision across Tasks

ACM Transactions on Knowledge Discovery from Data (TKDD)

Exploiting constraint inconsistence for dimension selection in subspace clustering: A semi-supervised approach

Neurocomputing

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

Semi-supervised clustering: a case study

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition

SHACUN: semi-supervised hierarchical active clustering based on ranking constraints

ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects

Active co-analysis of a set of shapes

ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012

Performing groupization in data warehouses: which discriminating criterion to select?

NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems

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

International Journal of Data Mining and Bioinformatics

Entity clustering across languages

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

Integrating Spectral Kernel Learning and Constraints in Semi-Supervised Classification

Neural Processing Letters

Linear semi-supervised projection clustering by transferred centroid regularization

Journal of Intelligent Information Systems

Extracting elite pairwise constraints for clustering

Neurocomputing

Constrained clustering with local constraint propagation

ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III

An overview of hierarchical and non-hierarchical algorithms of clustering for semi-supervised classification

MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence

Semi-supervised clustering via constrained symmetric non-negative matrix factorization

BI'12 Proceedings of the 2012 international conference on Brain Informatics

Semi-supervised learning with nuclear norm regularization

Pattern Recognition

Interactive text document clustering using feature labeling

Proceedings of the 2013 ACM symposium on Document engineering

Absolute and relative clustering

Proceedings of the 4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering

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

Active selection of clustering constraints: a sequential approach

Pattern Recognition

Instance driven clustering for the imputation of missing data in KDD

International Journal of Communication Networks and Distributed Systems

Perceptual relativity-based semi-supervised dimensionality reduction algorithm

Applied Soft Computing

Learning by abstraction: Hierarchical classification model using evidential theoretic approach and Bayesian ensemble model

Neurocomputing

Hierarchical constraints

Machine Learning

A study of K-Means-based algorithms for constrained clustering

Intelligent Data Analysis