Constrained K-means Clustering with Background Knowledge

CBC: Clustering Based Text Classification Requiring Minimal Labeled Data

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

Improving spatial locality of programs via data mining

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

Segmentation Given Partial Grouping Constraints

IEEE Transactions on Pattern Analysis and Machine Intelligence

Mining GPS Traces for Map Refinement

Data Mining and Knowledge Discovery

Seneschal: classification and analysis in supervised mixture-modelling

Design and application of hybrid intelligent systems

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

Boosting margin based distance functions for 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

A semi-naïve Bayesian method incorporating clustering with pair-wise constraints for auto image annotation

Proceedings of the 12th annual ACM international conference on Multimedia

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

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

Cross-relational clustering with user's guidance

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

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

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

Mixture Modeling with Pairwise, Instance-Level Class Constraints

Neural Computation

Adapting k-means for supervised clustering

Applied Intelligence

Document clustering with prior knowledge

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

Text clustering with extended user feedback

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

Learning sparse metrics via linear programming

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Semi-supervised model-based document clustering: A comparative study

Machine Learning

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

Kernel-based distance metric learning for content-based image retrieval

Image and Vision Computing

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

Data Mining and Knowledge Discovery

Penalized Probabilistic Clustering

Neural Computation

Learning Spectral Clustering, With Application To Speech Separation

The Journal of Machine Learning Research

Learning model order from labeled and unlabeled data for partially supervised classification, with application to word sense disambiguation

Computer Speech and Language

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

Supervised clustering of streaming data for email batch detection

Proceedings of the 24th international conference on Machine learning

Learning nonparametric kernel matrices from pairwise 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

On the value of pairwise constraints in classification and consistency

Proceedings of the 24th international conference on Machine learning

Evolutionary spectral clustering by incorporating temporal smoothness

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

Enhancing semi-supervised clustering: a feature projection perspective

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

Robust path-based spectral clustering

Pattern Recognition

Topic tracking based on bilingual comparable corpora and semisupervised clustering

ACM Transactions on Asian Language Information Processing (TALIP)

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

Network snomaly detection based on semi-supervised clustering

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

Adding background knowledge to formal concept analysis via attribute dependency formulas

Proceedings of the 2008 ACM symposium on Applied computing

Hidden sentiment association in chinese web opinion mining

Proceedings of the 17th international conference on World Wide Web

Design and Implementation of a Dual-Camera Wireless Sensor Network for Object Retrieval

IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks

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

Self-taught clustering

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

Topical query decomposition

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

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

Unsupervised Image Categorization Using Constrained Entropy-Regularized Likelihood Learning with Pairwise Constraints

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks

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

User Oriented Hierarchical Information Organization and Retrieval

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

Neural Computation

An unsupervised method of classifying remotely sensed images using Kohonen self-organizing maps and agglomerative hierarchical clustering methods

International Journal of Remote Sensing

Constrained locally weighted clustering

Proceedings of the VLDB Endowment

Building a privacy-preserving benchmarking enterprise system

Enterprise Information Systems - Challenges and Solutions in Enterprise Computing - 11th International IEEE EDOC Conference (EDOC 2007)

A consensus based approach to constrained clustering of software requirements

Proceedings of the 17th ACM conference on Information and knowledge management

Image recognition system based on novel measures of image similarity and cluster validity

Neurocomputing

Non-negative matrix factorization for semi-supervised data clustering

Knowledge and Information Systems

Semi-supervised graph clustering: a kernel approach

Machine Learning

Mining Multidimensional Data through Element Oriented Analysis

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence

Constraint-based clustering and its applications in construction management

Expert Systems with Applications: An International Journal

Fuzzy c-means clustering with prior biological knowledge

Journal of Biomedical Informatics

Dealing with label switching in mixture models under genuine multimodality

Journal of Multivariate Analysis

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 survey of Web clustering engines

ACM Computing Surveys (CSUR)

Partial order embedding with multiple kernels

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Pascal Poncelet, Florent Masseglia, Maguelonne Teisseire: Successes and New Directions in Data Mining

Information Retrieval

Query result clustering for object-level search

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

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

International Journal of Data Mining and Bioinformatics

Automated support for managing feature requests in open forums

Communications of the ACM - A View of Parallel Computing

Multi-view Semi-supervised Learning: An Approach to Obtain Different Views from Text Datasets

Proceedings of the 2005 conference on Advances in Logic Based Intelligent Systems: Selected Papers of LAPTEC 2005

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

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

Learnable similarity functions and their applications to clustering and record linkage

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

Identifying and generating easy sets of constraints for clustering

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1

An Evidence Accumulation Approach to Constrained Clustering Combination

MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition

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

Partially supervised sense disambiguation by learning sense number from tagged and untagged corpora

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing

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 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

Relaxed Transfer of Different Classes via Spectral Partition

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

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

Feature selection and kernel design via linear programming

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

Correlation clustering for crosslingual link detection

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

On evolutionary spectral clustering

ACM Transactions on Knowledge Discovery from Data (TKDD)

Scalable detection of partial near-duplicate videos by visual-temporal consistency

MM '09 Proceedings of the 17th ACM international conference on Multimedia

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

Towards modeling the traffic data on road networks

Proceedings of the Second International Workshop on Computational Transportation Science

Product feature categorization with multilevel latent semantic association

Proceedings of the 18th ACM conference on Information and knowledge management

Ant-based clustering with multiple deposited pheromones and simple ant memory

ISC '07 Proceedings of the 10th IASTED International Conference on Intelligent Systems and Control

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

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

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

Formal concept analysis with background knowledge: attribute priorities

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews - Special issue on information reuse and integration

Knowledge driven dimension reduction for clustering

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

Some Pairwise Constrained Semi-Supervised Fuzzy c-Means Clustering Algorithms

MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence

New Labeling Strategy for Semi-supervised Document Categorization

KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management

Topic-wise, sentiment-wise, or otherwise?: Identifying the hidden dimension for unsupervised text classification

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

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

Using weak supervision in learning Gaussian mixture models

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

A semi-supervised clustering algorithm based on rough reduction

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

Active constrained clustering with multiple cluster representatives

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Boosting with pairwise constraints

Neurocomputing

A probabilistic relational approach for web document clustering

Information Processing and Management: an International Journal

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

Neural Networks

Testing terrorism theory with data mining

International Journal of Data Analysis Techniques and Strategies

Building clusters of related words: an unsupervised approach

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

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

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

Signal identification of block orthogonal modulations

RWS'10 Proceedings of the 2010 IEEE conference on Radio and wireless symposium

Prototype hierarchy based clustering for the categorization and navigation of web collections

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval

Towards subjectifying text clustering

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval

Text document clustering with metric learning

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval

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

Unifying dependent clustering and disparate clustering for non-homogeneous data

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

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

Semi-supervised sparse metric learning using alternating linearization optimization

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

Density-based semi-supervised clustering

Data Mining and Knowledge Discovery

Multilevel image segmentation with adaptive image context based thresholding

Applied Soft Computing

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

Probabilistic modeling of traffic lanes from GPS traces

Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information 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

A spectral approach to clustering numerical vectors as nodes in a network

Pattern Recognition

Locality sensitive C-means clustering algorithms

Neurocomputing

Grouping product features using semi-supervised learning with soft-constraints

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics

Clustering with diversity

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

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

Improving alternative text clustering quality in the avoiding bias task with spectral and flat partition algorithms

DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II

Learning shape segmentation using constrained spectral clustering and probabilistic label transfer

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

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

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

Ensemble clustering in the belief functions framework

International Journal of Approximate Reasoning

Spatially coherent clustering using graph cuts

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition

CoDA: interactive cluster based concept discovery

Proceedings of the VLDB Endowment

Semisupervised kernel matrix learning by kernel propagation

IEEE Transactions on Neural Networks

Integer linear programming models for constrained clustering

DS'10 Proceedings of the 13th international conference on Discovery science

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

Clustering product features for opinion mining

Proceedings of the fourth ACM international conference on Web search and data mining

Constraint scores for semi-supervised feature selection: A comparative study

Pattern Recognition Letters

Integrating data mining with KJ method to classify bridge construction defects

Expert Systems with Applications: An International Journal

Evolving ensembles of feature subsets towards optimal feature selection for unsupervised and semi-supervised clustering

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II

Which clustering do you want? inducing your ideal clustering with minimal feedback

Journal of Artificial Intelligence Research

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

Learning Multi-modal Similarity

The Journal of Machine Learning Research

Distance metric learning guided adaptive subspace semi-supervised clustering

Frontiers of Computer Science in China

A survey on clustering in data mining

Proceedings of the International Conference & Workshop on Emerging Trends in Technology

Suitability evaluation of urban construction land based on geo-environmental factors of Hangzhou, China

Computers & Geosciences

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

Constrained LDA for grouping product features in opinion mining

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I

Subword and spatiotemporal models for identifying actionable information in Haitian Kreyol

CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning

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

Smoothed Analysis of the k-Means Method

Journal of the ACM (JACM)

Pairwise constraint propagation for graph-based semi-supervised clustering

ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems

A semi-supervised fuzzy clustering algorithm applied to gene expression data

Pattern Recognition

Semi-supervised dimensionality reduction via harmonic functions

MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence

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

GAPs: Geospatial Abduction Problems

ACM Transactions on Intelligent Systems and Technology (TIST)

Categorization of wikipedia articles with spectral clustering

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

Adjusting Fuzzy Similarity Functions for use with standard data mining tools

Journal of Systems and Software

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

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

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

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

Two classes of algorithms for data clustering

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

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

Simultaneous clustering of multi-type relational data via symmetric nonnegative matrix tri-factorization

Proceedings of the 20th ACM international conference on Information and knowledge management

A framework for personalized and collaborative clustering of search results

Proceedings of the 20th ACM international conference on Information and knowledge management

LogSig: generating system events from raw textual logs

Proceedings of the 20th ACM international conference on Information and knowledge management

Spectral clustering: A semi-supervised approach

Neurocomputing

SEWEBAR-CMS: semantic analytical report authoring for data mining results

Journal of Intelligent Information Systems

Learning hatching for pen-and-ink illustration of surfaces

ACM Transactions on Graphics (TOG)

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

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

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

Localized alternative cluster ensembles for collaborative structuring

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

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

Hierarchical clustering with proximity metric derived from approximate reflectional symmetry

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

Semidefinite clustering for image segmentation with a-priori knowledge

PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition

Improving constrained clustering with active query selection

Pattern Recognition

Learning from pairwise constraints by Similarity Neural Networks

Neural Networks

Automatic image annotation based on wordnet and hierarchical ensembles

CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing

Kernel-Based metric adaptation with pairwise constraints

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

Overcoming browser cookie churn with clustering

Proceedings of the fifth ACM international conference on Web search and data mining

Face Recognition from Caption-Based Supervision

International Journal of Computer Vision

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

Context-aided human recognition – clustering

ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III

Nonnegative Lagrangian relaxation of k-means and spectral clustering

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

CECM: Constrained evidential C-means algorithm

Computational Statistics & Data Analysis

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

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

Orthogonal nonnegative matrix tri-factorization for semi-supervised document co-clustering

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

Active constrained clustering by examining spectral eigenvectors

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

Automatic person annotation of family photo album

CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval

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

Variational bayesian grammar induction for natural language

ICGI'06 Proceedings of the 8th international conference on Grammatical Inference: algorithms and applications

Image clustering via sparse representation

MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling

Two phase semi-supervised clustering using background knowledge

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning

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

Constrained clustering via swarm intelligence

ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications

Visual vocabulary optimization with spatial context for image annotation and classification

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling

A New Unsupervised Feature Ranking Method for Gene Expression Data Based on Consensus Affinity

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

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

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

Improved generative semisupervised learning based on finely grained component-conditional class labeling

Neural Computation

Sketched symbol recognition with auto-completion

Pattern Recognition

Group RFM analysis as a novel framework to discover better customer consumption behavior

Expert Systems with Applications: An International Journal

Cross-Guided Clustering: Transfer of Relevant Supervision across Tasks

ACM Transactions on Knowledge Discovery from Data (TKDD)

Two-stage nonparametric kernel leaning: From label propagation to kernel propagation

Neurocomputing

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

Neurocomputing

Using the overlapping community structure of a network of tags to improve text clustering

Proceedings of the 23rd ACM conference on Hypertext and social media

Discriminative clustering for market segmentation

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

A unified framework for document clustering with dual supervision

ACM SIGAPP Applied Computing Review

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

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

CluChunk: clustering large scale user-generated content incorporating chunklet information

Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications

Semi supervised clustering: a pareto approach

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

Gene ontology semi-supervised possibilistic clustering of gene expression data

SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications

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

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

International Journal of Data Mining and Bioinformatics

Incorporating lexical priors into topic models

EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics

Extracting elite pairwise constraints for clustering

Neurocomputing

Detecting subgroups in online discussions by modeling positive and negative relations among participants

EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning

Constrained graph b-coloring based clustering approach

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

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

Constrained clustering with local constraint propagation

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

Mirror descent for metric learning: a unified approach

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I

Transfer spectral clustering

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II

Clustering heterogeneous data with mutual semi-supervision

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

On-line spectral learning in exploring 3d large scale geo-referred scenes

EuroMed'12 Proceedings of the 4th international conference on Progress in Cultural Heritage Preservation

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

Inductive clustering and twofold approximations in nearest neighbor clustering

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

A survey on enhanced subspace clustering

Data Mining and Knowledge Discovery

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

Clustering tagged documents with labeled and unlabeled documents

Information Processing and Management: an International Journal

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

Semi-supervised learning with nuclear norm regularization

Pattern Recognition

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

Fuzzy Sets and Systems

Semi-supervised metric learning via topology preserving multiple semi-supervised assumptions

Pattern Recognition

Enhancing short text clustering with small external repositories

AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121

Learning mid-perpendicular hyperplane similarity from cannot-link constraints

Neurocomputing

Learning to extract cross-session search tasks

Proceedings of the 22nd international conference on World Wide Web

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

Local-to-global semi-supervised feature selection

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

Revealing Protein Structures by Co-Occurrence Clustering of Aligned Pattern Clusters

Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics

On Knowledge-Enhanced Document Clustering

International Journal of Information Retrieval Research

Consensus strategy for clustering using RC-images

Pattern Recognition

Efficient kernel learning from side information using ADMM

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Semi-supervised clustering via multi-level random walk

Pattern Recognition

Multi-view classification with cross-view must-link and cannot-link side information

Knowledge-Based Systems

Hybrid entity clustering using crowds and data

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

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

Applied Intelligence

Constraint Score Evaluation for Spectral Feature Selection

Neural Processing Letters

Active selection of clustering constraints: a sequential approach

Pattern Recognition

Interaction relationships of caches in agent-based HD video surveillance: Discovery and utilization

Journal of Network and Computer Applications

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

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

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

International Journal of Knowledge Engineering and Soft Data Paradigms

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

Neurocomputing

Multi-pitch Streaming of Harmonic Sound Mixtures

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

Hierarchical constraints

Machine Learning

Adaptive evolutionary clustering

Data Mining and Knowledge Discovery

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

Intelligent Data Analysis

A novel approach for change detection of remotely sensed images using semi-supervised multiple classifier system

Information Sciences: an International Journal

Unsupervised approach data analysis based on fuzzy possibilistic clustering: application to medical image MRI

Computational Intelligence and Neuroscience