Clustering with Instance-level Constraints

Document clustering with committees

SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval

Unsupervised Learning with Mixed Numeric and Nominal Data

IEEE Transactions on Knowledge and Data Engineering

Efficiently Clustering Documents with Committees

PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence

Segmentation Given Partial Grouping Constraints

IEEE Transactions on Pattern Analysis and Machine Intelligence

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

Active semi-supervised fuzzy clustering for image database categorization

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

Next steps in near-duplicate detection for eRulemaking

dg.o '06 Proceedings of the 2006 international conference on Digital government research

Document clustering with prior knowledge

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

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

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

Pattern Recognition

Relaxational metric adaptation and its application to semi-supervised clustering and content-based image retrieval

Pattern Recognition

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

Data Mining and Knowledge Discovery

Non-redundant data clustering

Knowledge and Information Systems

Intractability and clustering with constraints

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

Efficient incremental constrained clustering

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

Constraint-driven 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

Robust path-based spectral clustering

Pattern Recognition

A clustering framework based on subjective and objective validity criteria

ACM Transactions on Knowledge Discovery from Data (TKDD)

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

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

Information Processing and Management: an International Journal

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

Spectral clustering with inconsistent advice

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

Discovering correlated spatio-temporal changes in evolving graphs

Knowledge and Information Systems

Spectral domain-transfer learning

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

Clustering Trees with Instance Level Constraints

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

KCK-Means: A Clustering Method Based on Kernel Canonical Correlation Analysis

ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I

A scalable kernel-based semisupervised metric learning algorithm with out-of-sample generalization ability

Neural Computation

Constrained locally weighted clustering

Proceedings of the VLDB Endowment

An active learning framework for semi-supervised document clustering with language modeling

Data & Knowledge Engineering

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

On defining affinity graph for spectral clustering through ranking on manifolds

Neurocomputing

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

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

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

A scalable kernel-based algorithm for semi-supervised metric learning

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Spectral learning

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

Active Learning of Instance-Level Constraints for Semi-supervised Document Clustering

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01

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

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

Bagging Constraint Score for feature selection with pairwise constraints

Pattern Recognition

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

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

Towards a general framework for data mining

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

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

Efficient joint clustering algorithms in optimization and geography domains

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

Tropical cyclone event sequence similarity search via dimensionality reduction and metric learning

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

Flexible constrained spectral clustering

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

A hierarchical information theoretic technique for the discovery of non linear alternative clusterings

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

Impact of object extraction methods on classification performance in surface inspection systems

Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection

Density-based semi-supervised clustering

Data Mining and Knowledge Discovery

Data clustering with size constraints

Knowledge-Based Systems

Active learning for constrained Dirichlet process mixture models

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

Clustering with diversity

ICALP'10 Proceedings of the 37th international colloquium conference on Automata, languages and programming

Semi-supervised constrained clustering: an expert-guided data analysis methodology

PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence

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 projection clustering with transferred centroid regularization

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

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

Data clustering by minimizing disconnectivity

Information Sciences: an International Journal

Enhanced locality preserving projections using robust path based similarity

Neurocomputing

CoDA: interactive cluster based concept discovery

Proceedings of the VLDB Endowment

Classification of the incorrect speech signals

ICCC'11 Proceedings of the 2011 international conference on Computers and computing

Inductive databases and constraint-based data mining

ICFCA'11 Proceedings of the 9th international conference on Formal concept analysis

Clustering with relative constraints

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

Incorporating SAT solvers into hierarchical clustering algorithms: an efficient and flexible approach

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

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

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

Applied Soft Computing

A modified Cop-Kmeans algorithm based on sequenced cannot-link set

RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology

Multi-modal constraint propagation for heterogeneous image clustering

MM '11 Proceedings of the 19th ACM international conference on Multimedia

Combinatorial markov random fields

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

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

An extension of self-organizing maps to categorical data

EPIA'05 Proceedings of the 12th Portuguese conference on Progress in Artificial Intelligence

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

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

Evaluating unsupervised learning for natural language processing tasks

EMNLP '11 Proceedings of the First Workshop on Unsupervised Learning in NLP

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

Language modelling of constraints for text clustering

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

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

Two approaches to understanding when constraints help clustering

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

Generating balanced classifier-independent training samples from unlabeled 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

LEARNING AND VERIFYING SAFETY CONSTRAINTS FOR PLANNERS IN A KNOWLEDGE-IMPOVERISHED SYSTEM

Computational Intelligence

Active co-analysis of a set of shapes

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

Semi-supervised clustering ensemble based on multi-ant colonies algorithm

RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology

Semi-supervised hierarchical co-clustering

RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology

Size Constrained Distance Clustering: Separation Properties and Some Complexity Results

Fundamenta Informaticae - From Physics to Computer Science: to Gianpiero Cattaneo for his 70th birthday

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 graph b-coloring based clustering approach

DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery

Learning spectral embedding via iterative eigenvalue thresholding

Proceedings of the 21st ACM international conference on Information and knowledge management

Unsupervised data processing for classifier-based speech translator

Computer Speech and Language

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

Constrained clustering using SAT

IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis

Semi-supervised learning with nuclear norm regularization

Pattern Recognition

Constrained spectral embedding for K-way data clustering

Pattern Recognition Letters

The impact of semi-supervised clustering on text classification

Proceedings of the 17th Panhellenic Conference on Informatics

Local-to-global semi-supervised feature selection

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

Efficient Time-Stamped Event Sequence Anonymization

ACM Transactions on the Web (TWEB)

Semi-supervised clustering via multi-level random walk

Pattern Recognition

Multi-pitch Streaming of Harmonic Sound Mixtures

IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)

Hierarchical constraints

Machine Learning

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

Intelligent Data Analysis