Algorithms for clustering data
Algorithms for clustering data
Information retrieval
Elements of information theory
Elements of information theory
Experiments on the transfer of knowledge between neural networks
Proceedings of a workshop on Computational learning theory and natural learning systems (vol. 1) : constraints and prospects: constraints and prospects
Recent directions in netlist partitioning: a survey
Integration, the VLSI Journal
Self-organizing maps
Multilevel hypergraph partitioning: application in VLSI domain
DAC '97 Proceedings of the 34th annual Design Automation Conference
Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Learning to learn
A Fast and High Quality Multilevel Scheme for Partitioning Irregular Graphs
SIAM Journal on Scientific Computing
Computing the local consensus of trees
Proceedings of the sixth annual ACM-SIAM symposium on Discrete algorithms
Clustering hypertext with applications to web searching
HYPERTEXT '00 Proceedings of the eleventh ACM on Hypertext and hypermedia
Effective supra-classifiers for knowledge base construction
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Partitioning-based clustering for Web document categorization
Decision Support Systems - Special issue on WITS '97
Analyzing the effectiveness and applicability of co-training
Proceedings of the ninth international conference on Information and knowledge management
Decision Fusion
Distributed clustering using collective principal component analysis
Knowledge and Information Systems
Combining Artificial Neural Nets: Ensemble and Modular Multi-Net Systems
Combining Artificial Neural Nets: Ensemble and Modular Multi-Net Systems
Advances in Distributed and Parallel Knowledge Discovery
Advances in Distributed and Parallel Knowledge Discovery
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
Concept Decompositions for Large Sparse Text Data Using Clustering
Machine Learning
Proceedings of the Third International Workshop on Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Active + Semi-supervised Learning = Robust Multi-View Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
A Supra-Classifier Architecture for Scalable Knowledge Reuse
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Refining Initial Points for K-Means Clustering
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Multivariate Information Bottleneck
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Multiclassifier Systems: Back to the Future
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Cluster ensembles: a knowledge reuse framework for combining partitionings
Eighteenth national conference on Artificial intelligence
Data Clustering Using Evidence Accumulation
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
A generalized kernel approach to dissimilarity-based classification
The Journal of Machine Learning Research
Relationship-Based Clustering and Visualization for High-Dimensional Data Mining
INFORMS Journal on Computing
Iterative optimization and simplification of hierarchical clusterings
Journal of Artificial Intelligence Research
Scale-based clustering using the radial basis function network
IEEE Transactions on Neural Networks
Bagging for Path-Based Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combining Multiple Weak Clusterings
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Model-based Clustering with Soft Balancing
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Privacy-preserving Distributed Clustering using Generative Models
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A unified framework for model-based clustering
The Journal of Machine Learning Research
Cluster ensemble and its applications in gene expression analysis
APBC '04 Proceedings of the second conference on Asia-Pacific bioinformatics - Volume 29
Design and application of hybrid intelligent systems
Restrictive clustering and metaclustering for self-organizing document collections
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Automated hierarchical mixtures of probabilistic principal component analyzers
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Solving cluster ensemble problems by bipartite graph partitioning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
On combining multiple clusterings
Proceedings of the thirteenth ACM international conference on Information and knowledge management
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Combining Multiple Clusterings Using Evidence Accumulation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A privacy-sensitive approach to distributed clustering
Pattern Recognition Letters - Special issue: Advances in pattern recognition
Non-redundant clustering with conditional ensembles
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Combining partitions by probabilistic label aggregation
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Feature bagging for outlier detection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A distributed learning framework for heterogeneous data sources
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Clustering Ensembles: Models of Consensus and Weak Partitions
IEEE Transactions on Pattern Analysis and Machine Intelligence
CLUMP: A Scalable and Robust Framework for Structure Discovery
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Protocols from perceptual observations
Artificial Intelligence - Special volume on connecting language to the world
2005 Special Issue: Efficient streaming text clustering
Neural Networks - 2005 Special issue: IJCNN 2005
Comparing Subspace Clusterings
IEEE Transactions on Knowledge and Data Engineering
Practical solutions to the problem of diagonal dominance in kernel document clustering
ICML '06 Proceedings of the 23rd international conference on Machine learning
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
Evaluation of Stability of k-Means Cluster Ensembles with Respect to Random Initialization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Clustering with Bregman Divergences
The Journal of Machine Learning Research
ACM Transactions on Knowledge Discovery from Data (TKDD)
Moderate diversity for better cluster ensembles
Information Fusion
Locally adaptive metrics for clustering high dimensional data
Data Mining and Knowledge Discovery
A threshold criterion, auto-detection and its use in MST-based clustering
Intelligent Data Analysis
Performance of data resampling methods for robust class discovery based on clustering
Intelligent Data Analysis
Multiobjective Optimization in Bioinformatics and Computational Biology
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Regularized clustering for documents
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
BordaConsensus: a new consensus function for soft cluster ensembles
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Cumulative Voting Consensus Method for Partitions with Variable Number of Clusters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Merging distributed database summaries
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Environmental Modelling & Software
Consensus unsupervised feature ranking from multiple views
Pattern Recognition Letters
k-ANMI: A mutual information based clustering algorithm for categorical data
Information Fusion
Definition of MV load diagrams via weighted evidence accumulation clustering using subsampling
ISPRA'07 Proceedings of the 6th WSEAS International Conference on Signal Processing, Robotics and Automation
Definition of MV load diagrams via weighted evidence accumulation clustering using subsampling
ISPRA'07 Proceedings of the 6th WSEAS International Conference on Signal Processing, Robotics and Automation
Wavelet transformation and cluster ensemble for gene expression analysis
International Journal of Bioinformatics Research and Applications
GE-Miner: integration of cluster ensemble and text mining for comprehensive gene expression analysis
International Journal of Bioinformatics Research and Applications
Journal on Image and Video Processing - Color in Image and Video Processing
Multi-objective clustering ensemble
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
A graph-theoretic approach to webpage segmentation
Proceedings of the 17th international conference on World Wide Web
In search of deterministic methods for initializing K-means and Gaussian mixture clustering
Intelligent Data Analysis
Early application identification
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
A consensus-driven fuzzy clustering
Pattern Recognition Letters
To combine steady-state genetic algorithm and ensemble learning for data clustering
Pattern Recognition Letters
Towards effective document clustering: A constrained K-means based approach
Information Processing and Management: an International Journal
Multisource images analysis using collaborative clustering
EURASIP Journal on Advances in Signal Processing
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
Author-topic evolution analysis using three-way non-negative Paratucker
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Collaborative clustering with the use of Fuzzy C-Means and its quantification
Fuzzy Sets and Systems
Combinational collaborative filtering for personalized community recommendation
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Community evolution in dynamic multi-mode networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Meta methods for model sharing in personal information systems
ACM Transactions on Information Systems (TOIS)
Unsupervised data pruning for clustering of noisy data
Knowledge-Based Systems
Multinomial mixture model with feature selection for text clustering
Knowledge-Based Systems
ECML '07 Proceedings of the 18th European conference on Machine Learning
Flexible Grid-Based Clustering
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Component Reduction for Hierarchical Mixture Model Construction
Neural Information Processing
Engineering Comparators for Graph Clusterings
AAIM '08 Proceedings of the 4th international conference on Algorithmic Aspects in Information and Management
Comparing Non-parametric Ensemble Methods for Document Clustering
NLDB '08 Proceedings of the 13th international conference on Natural Language and Information Systems: Applications of Natural Language to Information Systems
Boosting for Model-Based Data Clustering
Proceedings of the 30th DAGM symposium on Pattern Recognition
Weighted Cluster Ensemble Using a Kernel Consensus Function
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Clustering Via Local Regression
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
CONSENSUS-BASED ENSEMBLES OF SOFT CLUSTERINGS
Applied Artificial Intelligence
Identification of association rules between clusters
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
A consensus based approach to constrained clustering of software requirements
Proceedings of the 17th ACM conference on Information and knowledge management
A densitometric approach to web page segmentation
Proceedings of the 17th ACM conference on Information and knowledge management
An extension of PLSA for document clustering
Proceedings of the 17th ACM conference on Information and knowledge management
Clustering multi-way data via adaptive subspace iteration
Proceedings of the 17th ACM conference on Information and knowledge management
Weighted cluster ensembles: Methods and analysis
ACM Transactions on Knowledge Discovery from Data (TKDD)
Information-theoretic modeling for tracking the health of complex software systems
CASCON '08 Proceedings of the 2008 conference of the center for advanced studies on collaborative research: meeting of minds
Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations
DS '08 Proceedings of the 11th International Conference on Discovery Science
Finding cohesive clusters for analyzing knowledge communities
Knowledge and Information Systems
Resampling-based selective clustering ensembles
Pattern Recognition Letters
Ensemble Combination for Solving the Parameter Selection Problem in Image Segmentation
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Unsupervised Video Shot Segmentation Using Global Color and Texture Information
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Clustering with Feature Order Preferences
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A new method for hierarchical clustering combination
Intelligent Data Analysis
Clustering aggregation by probability accumulation
Pattern Recognition
A scalable framework for cluster ensembles
Pattern Recognition
Fuzzy ensemble clustering based on random projections for DNA microarray data analysis
Artificial Intelligence in Medicine
A genetic algorithm with gene rearrangement for K-means clustering
Pattern Recognition
A recommender system for requirements elicitation in large-scale software projects
Proceedings of the 2009 ACM symposium on Applied Computing
Regularized Local Reconstruction for Clustering
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Spectral clustering ensemble for image segmentation
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Information theoretic measures for clusterings comparison: is a correction for chance necessary?
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Improving clustering stability with combinatorial MRFs
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Heterogeneous source consensus learning via decision propagation and negotiation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Consensus group stable feature selection
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploiting context analysis for combining multiple entity resolution systems
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Improving Pseudobagging techniques
Proceedings of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence
Belief Functions and Cluster Ensembles
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Metaclustering and Consensus Algorithms for Interactive Data Analysis and Validation
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
When Semi-supervised Learning Meets Ensemble Learning
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
A Multiple Expert Approach to the Class Imbalance Problem Using Inverse Random under Sampling
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Agent-Based Non-distributed and Distributed Clustering
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
A Semi-supervised Topic-Driven Approach for Clustering Textual Answers to Survey Questions
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
How to Control Clustering Results? Flexible Clustering Aggregation
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Context-Based Distance Learning for Categorical Data Clustering
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Multi-Optimisation Consensus Clustering
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
A Matrix Factorization Approach for Integrating Multiple Data Views
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Parameter-Free Hierarchical Co-clustering by n-Ary Splits
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Clustering with local and global regularization
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
An event-based framework for characterizing the evolutionary behavior of interaction graphs
ACM Transactions on Knowledge Discovery from Data (TKDD)
Protocols from perceptual observations
Artificial Intelligence - Special volume on connecting language to the world
Exploit the tripartite network of social tagging for web clustering
Proceedings of the 18th ACM conference on Information and knowledge management
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Music clustering with features from different information sources
IEEE Transactions on Multimedia - Special section on communities and media computing
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Generalized fuzzy C-means clustering algorithm with improved fuzzy partitions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Semantic clustering of XML documents
ACM Transactions on Information Systems (TOIS)
Multiple view semi-supervised dimensionality reduction
Pattern Recognition
Adaptive cluster ensemble selection
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Generalized cluster aggregation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Collaborative clustering with background knowledge
Data & Knowledge Engineering
Clustering Ensemble Method for Heterogeneous Partitions
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Ontology-Driven Co-clustering of Gene Expression Data
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
An Instability Problem of Region Growing Segmentation Algorithms and Its Set Median Solution
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Automated Identification of Protein Structural Features
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Global optimization, meta clustering and consensus clustering for class prediction
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Distributed data mining and agents
Engineering Applications of Artificial Intelligence
Binary matrix factorization for analyzing gene expression data
Data Mining and Knowledge Discovery
Comparing hard and fuzzy c-means for evidence-accumulation clustering
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Learning similarity metrics for event identification in social media
Proceedings of the third ACM international conference on Web search and data mining
Active constrained clustering with multiple cluster representatives
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Hierarchical clustering ensemble algorithm based association rules
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
On voting-based consensus of cluster ensembles
Pattern Recognition
Improving document clustering in a learned concept space
Information Processing and Management: an International Journal
G-ANMI: A mutual information based genetic clustering algorithm for categorical data
Knowledge-Based Systems
Bagging Constraint Score for feature selection with pairwise constraints
Pattern Recognition
Analyzing knowledge communities using foreground and background clusters
ACM Transactions on Knowledge Discovery from Data (TKDD)
Data clustering: 50 years beyond K-means
Pattern Recognition Letters
Selecting diversifying heuristics for cluster ensembles
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
A hierarchical consensus architecture for robust document clustering
ECIR'07 Proceedings of the 29th European conference on IR research
Clustering ensembles based on normalized edges
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A novel hierarchical-clustering-combination scheme based on fuzzy-similarity relations
IEEE Transactions on Fuzzy Systems
Clustering Stability: An Overview
Foundations and Trends® in Machine Learning
Multi-objective clustering ensemble with prior knowledge
BSB'07 Proceedings of the 2nd Brazilian conference on Advances in bioinformatics and computational biology
Text clustering on latent thematic spaces: variants, strengths and weaknesses
ICA'07 Proceedings of the 7th international conference on Independent component analysis and signal separation
Instant message clustering based on extended vector space model
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
A new efficient approach in clustering ensembles
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
The multi-view information bottleneck clustering
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Weighted partition consensus via kernels
Pattern Recognition
Construction of the ensemble of logical models in cluster analysis
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Collaborative architectures of fuzzy modeling
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Constructing vocabulary ensembles by different clustering algorithms for object categorization
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Derivations of normalized mutual information in binary classifications
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Consensus clustering using spectral theory
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
A multiobjective immune clustering ensemble technique applied to unsupervised SAR image segmentation
Proceedings of the ACM International Conference on Image and Video Retrieval
Video segmentation based on motion coherence of particles in a video sequence
IEEE Transactions on Image Processing
Information Processing and Management: an International Journal
Optimal meta search results clustering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Automatic malware categorization using cluster ensemble
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A short text modeling method combining semantic and statistical information
Information Sciences: an International Journal
Learning multiple nonredundant clusterings
ACM Transactions on Knowledge Discovery from Data (TKDD)
Clustering with feature order preferences
Intelligent Data Analysis - Artificial Intelligence
Impact of object extraction methods on classification performance in surface inspection systems
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
Data Mining and Knowledge Discovery
Clustering ensembles and space discretization - A new regard toward diversity and consensus
Pattern Recognition Letters
An enhanced clusterer aggregation using nebulous pool
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Bagged Biclustering for Microarray Data
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
On combining multiple clusterings: an overview and a new perspective
Applied Intelligence
Clustering dictionary definitions using Amazon Mechanical Turk
CSLDAMT '10 Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk
Image clustering using local discriminant models and global integration
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Visual decision support for ensemble clustering
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Expert Systems with Applications: An International Journal
Multiple clustering solutions analysis through least-squares consensus algorithms
CIBB'09 Proceedings of the 6th international conference on Computational intelligence methods for bioinformatics and biostatistics
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
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
A graph model for clustering based on mutual information
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
IceTAL'10 Proceedings of the 7th international conference on Advances in natural language processing
Performance evaluation of constraints in graph-based semi-supervised clustering
AMT'10 Proceedings of the 6th international conference on Active media technology
On consensus clustering validation
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Exploring the performance limit of cluster ensemble techniques
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Clustering complex data with group-dependent feature selection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Bagging for biclustering: application to microarray data
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Ensemble clustering in the belief functions framework
International Journal of Approximate Reasoning
Nonparametric Bayesian clustering ensembles
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Combining multiple clusterings using similarity graph
Pattern Recognition
Submodular fractional programming for balanced clustering
Pattern Recognition Letters
Local density adaptive similarity measurement for spectral clustering
Pattern Recognition Letters
The effect of cooling functions on ensemble clustering using simulated annealing
Intelligent Data Analysis
Optimized ensembles for clustering noisy data
LION'10 Proceedings of the 4th international conference on Learning and intelligent optimization
Multiobjective data clustering
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Nearest-neighbor guided evaluation of data reliability and its applications
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Semisupervised kernel matrix learning by kernel propagation
IEEE Transactions on Neural Networks
A new clusterwise similarity for partitions based on quantitative disagreement
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Robust Positive semidefinite L-Isomap Ensemble
Pattern Recognition Letters
PSO driven collaborative clustering: A clustering algorithm for ubiquitous environments
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
An information theoretic approach to generating fuzzy hypercubes for if-then classifiers
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Multiple hypergraph clustering of web images by mining Word2Image correlations
Journal of Computer Science and Technology
Partition selection approach for hierarchical clustering based on clustering ensemble
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Understanding parent-infant behaviors using non-negative matrix factorization
Proceedings of the Third COST 2102 international training school conference on Toward autonomous, adaptive, and context-aware multimodal interfaces: theoretical and practical issues
The Journal of Machine Learning Research
A comparison of internal and external cluster validation indexes
AMERICAN-MATH'11/CEA'11 Proceedings of the 2011 American conference on applied mathematics and the 5th WSEAS international conference on Computer engineering and applications
Applications of graph theory to an English rhyming corpus
Computer Speech and Language
Enhanced clustering of biomedical documents using ensemble non-negative matrix factorization
Information Sciences: an International Journal
Soft spectral clustering ensemble applied to image segmentation
Frontiers of Computer Science in China
Image segmentation fusion using general ensemble clustering methods
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Journal of Intelligent Manufacturing
Community discovery using nonnegative matrix factorization
Data Mining and Knowledge Discovery
A review: accuracy optimization in clustering ensembles using genetic algorithms
Artificial Intelligence Review
Neurocomputing
Cluster ensemble in adaptive tree structured clustering
International Journal of Knowledge Engineering and Soft Data Paradigms
sub-space clustering and evidence accumulation for unsupervised network anomaly detection
TMA'11 Proceedings of the Third international conference on Traffic monitoring and analysis
Bagging-based spectral clustering ensemble selection
Pattern Recognition Letters
Advancing data clustering via projective clustering ensembles
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Fast density-weighted low-rank approximation spectral clustering
Data Mining and Knowledge Discovery
A transductive multi-label learning approach for video concept detection
Pattern Recognition
Beyond classical consensus clustering: The least squares approach to multiple solutions
Pattern Recognition Letters
Enhancing grid-density based clustering for high dimensional data
Journal of Systems and Software
A site oriented method for segmenting web pages
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Document clustering with universum
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Analysis of vulnerability assessment results based on CAOS
Applied Soft Computing
Latent clustering on graphs with multiple edge types
WAW'11 Proceedings of the 8th international conference on Algorithms and models for the web graph
Ant colony optimization with Markov random walk for community detection in graphs
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
An innovative linkage learning based on differences in local optimums
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
Estimation of the number of clusters using heterogeneous multiple classifier system
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Clustering for semi-supervised spam filtering
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Fast affinity propagation clustering: A multilevel approach
Pattern Recognition
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Alternating scheme for supervised parameter learning with application to image segmentation
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Comparing clustering and metaclustering algorithms
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Tuning graded possibilistic clustering by visual stability analysis
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Clustering of multiple microarray experiments using information integration
ITBAM'11 Proceedings of the Second international conference on Information technology in bio- and medical informatics
A graph model for mutual information based clustering
Journal of Intelligent Information Systems
Improving document clustering using Okapi BM25 feature weighting
Information Retrieval
C3E: a framework for combining ensembles of classifiers and clusterers
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
A latent variable pairwise classification model of a clustering ensemble
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Linkage learning based on local optima
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
MINETRAC: mining flows for unsupervised analysis & semi-supervised classification
Proceedings of the 23rd International Teletraffic Congress
A new space defined by ant colony algorithm to partition data
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
A clustering-ensemble approach based on voting
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
A generative dyadic aspect model for evidence accumulation clustering
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
A study of embedding methods under the evidence accumulation framework
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
CLICOM: Cliques for combining multiple clusterings
Expert Systems with Applications: An International Journal
A metric to evaluate a cluster by eliminating effect of complement cluster
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Weighted association based methods for the combination of heterogeneous partitions
Pattern Recognition Letters
Scene image clustering based on boosting and GMM
Proceedings of the Second Symposium on Information and Communication Technology
Improvements in image categorization using codebook ensembles
Image and Vision Computing
Spectral clustering: A semi-supervised approach
Neurocomputing
Clustering geo-tagged photo collections using dynamic programming
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multi-modal constraint propagation for heterogeneous image clustering
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Integration analysis of diverse genomic data using multi-clustering results
ISBMDA'06 Proceedings of the 7th international conference on Biological and Medical Data Analysis
Efficient combination of probabilistic sampling approximations for robust image segmentation
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Grouping of objects in a space of heterogeneous variables with the use of taxonomic decision trees
Pattern Recognition and Image Analysis
Subspace metric ensembles for semi-supervised clustering of high dimensional data
ECML'06 Proceedings of the 17th European conference on Machine Learning
A comparison of three graph partitioning based methods for consensus clustering
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Data clustering: a user’s dilemma
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Ensembles based on random projections to improve the accuracy of clustering algorithms
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
Producing accurate interpretable clusters from high-dimensional data
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Individual clustering and homogeneous cluster ensemble approaches applied to gene expression data
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Quality-aware similarity assessment for entity matching in Web data
Information Systems
Predictive and descriptive approaches to learning game rules from vision data
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
Adapting k-means algorithm for discovering clusters in subspaces
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
DICLENS: Divisive Clustering Ensemble with Automatic Cluster Number
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Joint cluster based co-clustering for clustering ensembles
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Combining multiple clusterings via k-modes algorithm
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Mining outliers with ensemble of heterogeneous detectors on random subspaces
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
From Context to Distance: Learning Dissimilarity for Categorical Data Clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Positional and confidence voting-based consensus functions for fuzzy cluster ensembles
Fuzzy Sets and Systems
Boosting GMM and its two applications
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Cluster-Based cumulative ensembles
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Exploiting the trade-off — the benefits of multiple objectives in data clustering
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Relation strength-aware clustering of heterogeneous information networks with incomplete attributes
Proceedings of the VLDB Endowment
Generalized Adjusted Rand Indices for cluster ensembles
Pattern Recognition
Normalized kernels as similarity indices
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Proceedings of the 7th International Conference on Network and Services Management
Cluster ensembles in collaborative filtering recommendation
Applied Soft Computing
Beyond pairwise shape similarity analysis
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Hybrid clustering of multiple information sources via HOSVD
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Document clustering using linear partitioning hyperplanes and reallocation
AIRS'04 Proceedings of the 2004 international conference on Asian Information Retrieval Technology
Clustering distributed data streams in peer-to-peer environments
Information Sciences: an International Journal
Clustering similarity comparison using density profiles
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
“Good” and “bad” diversity in majority vote ensembles
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A new asymmetric criterion for cluster validation
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Clustering ensemble framework via ant colony
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
Privileged information for data clustering
Information Sciences: an International Journal
CGGA'10 Proceedings of the 9th international conference on Computational Geometry, Graphs and Applications
Automatic document organization in a p2p environment
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
A BIRCH-Based clustering method for large time series databases
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
The instance easiness of supervised learning for cluster validity
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
LVA/ICA'12 Proceedings of the 10th international conference on Latent Variable Analysis and Signal Separation
Unsupervised extraction of template structure in web search queries
Proceedings of the 21st international conference on World Wide Web
A graph enrichment based clustering over vertically partitioned data
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Cluster ensembles via weighted graph regularized nonnegative matrix factorization
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
From cluster ensemble to structure ensemble
Information Sciences: an International Journal
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Community detection via heterogeneous interaction analysis
Data Mining and Knowledge Discovery
A New Unsupervised Feature Ranking Method for Gene Expression Data Based on Consensus Affinity
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Adaptive clustering based on auto: learning algorithm
VECoS'08 Proceedings of the Second international conference on Verification and Evaluation of Computer and Communication Systems
A multi-agent data mining system for cartel detection in Brazilian government procurement
Expert Systems with Applications: An International Journal
A max metric to evaluate a cluster
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Ensemble methods for biclustering tasks
Pattern Recognition
Combining supervised and unsupervised models via unconstrained probabilistic embedding
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
l2,1-norm regularized discriminative feature selection for unsupervised learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Short text conceptualization using a probabilistic knowledgebase
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Objective function-based clustering
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Making a scene: alignment of complete sets of clips based on pairwise audio match
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Adaptive Bayesian HMM for Fully Unsupervised Chinese Part-of-Speech Induction
ACM Transactions on Asian Language Information Processing (TALIP)
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
An effective ensemble method for hierarchical clustering
Proceedings of the Fifth International C* Conference on Computer Science and Software Engineering
Unsupervised linkage learner based on local optimums
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
An extended ISOMAP by enhancing similarity for clustering
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
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 clustering ensemble based on collaborative training
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Self-taught dimensionality reduction on the high-dimensional small-sized data
Pattern Recognition
Ensemble approaches for regression: A survey
ACM Computing Surveys (CSUR)
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
A collective NMF method for detecting protein functional module from multiple data sources
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Multi-level Low-rank Approximation-based Spectral Clustering for image segmentation
Pattern Recognition Letters
Evaluating unsupervised ensembles when applied to word sense induction
ACL '12 Proceedings of ACL 2012 Student Research Workshop
Journal of Visual Communication and Image Representation
An evaluation and enhancement of densitometric fragmentation for content slicing reuse
Proceedings of the 21st ACM international conference on Information and knowledge management
Model-based clustering of high-dimensional data: Variable selection versus facet determination
International Journal of Approximate Reasoning
A heuristic hierarchical clustering based on multiple similarity measurements
Pattern Recognition Letters
Position regularized Support Vector Domain Description
Pattern Recognition
Optimal clustering in the context of overlapping cluster analysis
Information Sciences: an International Journal
Coherent filtering: detecting coherent motions from crowd clutters
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Hypergraph learning with hyperedge expansion
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Fairness-Aware classifier with prejudice remover regularizer
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Self-Organizing map and tree topology for graph summarization
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Integrating social media data for community detection
MSM'11 Proceedings of the 2011 international conference on Modeling and Mining Ubiquitous Social Media
A New Locally Weighted K-Means for Cancer-Aided Microarray Data Analysis
Journal of Medical Systems
On the use of consensus clustering for incremental learning of topic hierarchies
SBIA'12 Proceedings of the 21st Brazilian conference on Advances in Artificial Intelligence
Parameter-less co-clustering for star-structured heterogeneous data
Data Mining and Knowledge Discovery
Projective clustering ensembles
Data Mining and Knowledge Discovery
A clustering ensemble based on a modified normalized mutual information metric
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Applying clustering and ensemble clustering approaches to phishing profiling
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Adaptive evidence accumulation clustering using the confidence of the objects' assignments
PAKDD'12 Proceedings of the 2012 Pacific-Asia conference on Emerging Trends in Knowledge Discovery and Data Mining
An enriched game-theoretic framework for multi-objective clustering
Applied Soft Computing
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Community evolution detection in time-evolving information networks
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Least square consensus clustering: criteria, methods, experiments
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Social event detection with robust high-order co-clustering
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Proceedings of the 34th ACM SIGPLAN conference on Programming language design and implementation
A hierarchical clusterer ensemble method based on boosting theory
Knowledge-Based Systems
An indication of unification for different clustering approaches
Pattern Recognition
Context-Aware predictions on business processes: an ensemble-based solution
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
A spectral clustering approach to application-specific network-on-chip synthesis
Proceedings of the Conference on Design, Automation and Test in Europe
Learning a subspace for clustering via pattern shrinking
Information Processing and Management: an International Journal
Flexible and robust co-regularized multi-domain graph clustering
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining evolutionary multi-branch trees from text streams
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Subsampling for efficient and effective unsupervised outlier detection ensembles
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Improving consensus clustering of texts using interactive feature selection
Proceedings of the 22nd international conference on World Wide Web companion
Sub-event detection during natural hazards using features of social media data
Proceedings of the 22nd international conference on World Wide Web companion
Efficient community detection in large networks using content and links
Proceedings of the 22nd international conference on World Wide Web
Solving the missing node problem using structure and attribute information
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A distributed algorithm for community detection in large graphs
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
The community structure of a multidimensional network of news clips
International Journal of Web Based Communities
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Data weighing mechanisms for clustering ensembles
Computers and Electrical Engineering
Cooperative clustering for software modularization
Journal of Systems and Software
Probabilistic semantic similarity measurements for noisy short texts using Wikipedia entities
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A clustering ensemble framework based on elite selection of weighted clusters
Advances in Data Analysis and Classification
How to "alternatize" a clustering algorithm
Data Mining and Knowledge Discovery
Cluster ensemble selection based on relative validity indexes
Data Mining and Knowledge Discovery
New cluster ensemble approach to integrative biological data analysis
International Journal of Data Mining and Bioinformatics
Cross-modal alignment for wildlife recognition
Proceedings of the 2nd ACM international workshop on Multimedia analysis for ecological data
Alternate views of graph clusterings based on thresholds: a case study for a student forum
Proceedings of the sixth workshop on Ph.D. students in information and knowledge management
Experiments in automated support for argument reconstruction
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Law
DUET: integration of dynamic and static analyses for malware clustering with cluster ensembles
Proceedings of the 29th Annual Computer Security Applications Conference
A self-supervised framework for clustering ensemble
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Correlation clustering with stochastic labellings
SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
BiETopti-BiClustering ensemble using optimization techniques
ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
Crowd synthesis: extracting categories and clusters from complex data
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
An efficient and scalable family of algorithms for combining clusterings
Engineering Applications of Artificial Intelligence
Multistage approach for clustering and classification of ECG data
Computer Methods and Programs in Biomedicine
A scalable approach for Contradiction Detection driven by Opinion mining
Proceedings of International Conference on Information Integration and Web-based Applications & Services
A theoretic framework of K-means-based consensus clustering
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A probabilistic approach to latent cluster analysis
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Ensemble clustering by means of clustering embedding in vector spaces
Pattern Recognition
Pairwise similarity for cluster ensemble problem: link-based and approximate approaches
Transactions on Large-Scale Data- and Knowledge-centered systems IX
Learning an accurate entity resolution model from crowdsourced labels
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
Hierarchical co-clustering: off-line and incremental approaches
Data Mining and Knowledge Discovery
Evolving soft subspace clustering
Applied Soft Computing
Combining supervised and unsupervised models via unconstrained probabilistic embedding
Information Sciences: an International Journal
A convergent algorithm for orthogonal nonnegative matrix factorization
Journal of Computational and Applied Mathematics
Semi-supervised clustering of large data sets with kernel methods
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
HMM-based hybrid meta-clustering ensemble for temporal data
Knowledge-Based Systems
An ensemble-clustering-based distance metric and its applications
International Journal of Business Intelligence and Data Mining
Effects of resampling method and adaptation on clustering ensemble efficacy
Artificial Intelligence Review
Integration of dense subgraph finding with feature clustering for unsupervised feature selection
Pattern Recognition Letters
Ensemble canonical correlation analysis
Applied Intelligence
Scaling up cosine interesting pattern discovery: A depth-first method
Information Sciences: an International Journal
Ensembles for unsupervised outlier detection: challenges and research questions a position paper
ACM SIGKDD Explorations Newsletter
Rectifying the representation learned by Non-negative Matrix Factorization
International Journal of Knowledge-based and Intelligent Engineering Systems
Tensor clustering via adaptive subspace iteration
Intelligent Data Analysis
A study of K-Means-based algorithms for constrained clustering
Intelligent Data Analysis
Activity-based topic discovery
Web Intelligence and Agent Systems
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This paper introduces the problem of combining multiple partitionings of a set of objects into a single consolidated clustering without accessing the features or algorithms that determined these partitionings. We first identify several application scenarios for the resultant 'knowledge reuse' framework that we call cluster ensembles. The cluster ensemble problem is then formalized as a combinatorial optimization problem in terms of shared mutual information. In addition to a direct maximization approach, we propose three effective and efficient techniques for obtaining high-quality combiners (consensus functions). The first combiner induces a similarity measure from the partitionings and then reclusters the objects. The second combiner is based on hypergraph partitioning. The third one collapses groups of clusters into meta-clusters which then compete for each object to determine the combined clustering. Due to the low computational costs of our techniques, it is quite feasible to use a supra-consensus function that evaluates all three approaches against the objective function and picks the best solution for a given situation. We evaluate the effectiveness of cluster ensembles in three qualitatively different application scenarios: (i) where the original clusters were formed based on non-identical sets of features, (ii) where the original clustering algorithms worked on non-identical sets of objects, and (iii) where a common data-set is used and the main purpose of combining multiple clusterings is to improve the quality and robustness of the solution. Promising results are obtained in all three situations for synthetic as well as real data-sets.