Unsupervised Optimal Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Validity Measure for Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Fuzzy C Quadratic Shell clustering algorithm and the detection of second-degree curves
Pattern Recognition Letters
Applied multivariate techniques
Applied multivariate techniques
Validating fuzzy partitions obtained through c-shells clustering
Pattern Recognition Letters - Special issue on fuzzy set technology in pattern recognition
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A new cluster validity index for the fuzzy c-mean
Pattern Recognition Letters
ACM Computing Surveys (CSUR)
Data mining: concepts and techniques
Data mining: concepts and techniques
Machine Learning
Data Mining Techniques: For Marketing, Sales, and Customer Support
Data Mining Techniques: For Marketing, Sales, and Customer Support
Incremental Clustering for Mining in a Data Warehousing Environment
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
WaveCluster: A Multi-Resolution Clustering Approach for Very Large Spatial Databases
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
STING: A Statistical Information Grid Approach to Spatial Data Mining
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
ROCK: A Robust Clustering Algorithm for Categorical Attributes
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Interactive methods for taxonomy editing and validation
Proceedings of the eleventh international conference on Information and knowledge management
VizCluster and its Application on Classifying Gene Expression Data
Distributed and Parallel Databases
On Data Clustering Analysis: Scalability, Constraints, and Validation
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Eureka!: A Tool for Interactive Knowledge Discovery
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Cluster validation techniques for genome expression data
Signal Processing - Special issue: Genomic signal processing
Clustering of streaming time series is meaningless
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
Clustering of Time Series Subsequences is Meaningless: Implications for Previous and Future Research
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
THESUS: Organizing Web document collections based on link semantics
The VLDB Journal — The International Journal on Very Large Data Bases
Clustering time series from ARMA models with clipped data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Cluster Analysis for Gene Expression Data: A Survey
IEEE Transactions on Knowledge and Data Engineering
A unified framework for image database clustering and content-based retrieval
Proceedings of the 2nd ACM international workshop on Multimedia databases
Clustering Time Series with Clipped Data
Machine Learning
A personalized search engine based on web-snippet hierarchical clustering
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Near-duplicate detection for eRulemaking
dg.o '05 Proceedings of the 2005 national conference on Digital government research
Effective and Efficient Distributed Model-Based Clustering
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Collaborative multi-strategy classification: application to per-pixel analysis of images
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
Adherence clustering: an efficient method for mining market-basket clusters
Information Systems
MACLAW: A modular approach for clustering with local attribute weighting
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Towards mapping library and information science
Information Processing and Management: an International Journal - Special issue: Informetrics
Clustering analysis for data samples with multiple labels
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Clustering quality measures for data samples with multiple labels
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
ST-DBSCAN: An algorithm for clustering spatial-temporal data
Data & Knowledge Engineering
Model-based evaluation of clustering validation measures
Pattern Recognition
An aggregated clustering approach using multi-ant colonies algorithms
Pattern Recognition
Pattern Recognition Letters
A threshold criterion, auto-detection and its use in MST-based clustering
Intelligent Data Analysis
Validation and interpretation of Web users' sessions clusters
Information Processing and Management: an International Journal
Inference and evaluation of the multinomial mixture model for text clustering
Information Processing and Management: an International Journal
Role classification of hosts within enterprise networks based on connection patterns
ATEC '03 Proceedings of the annual conference on USENIX Annual Technical Conference
Enhancing the Effectiveness of Clustering with Spectra Analysis
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Collaborative multi-step mono-level multi-strategy classification
Multimedia Tools and Applications
Generating and Browsing Multiple Taxonomies Over a Document Collection
Journal of Management Information Systems
MMR: An algorithm for clustering categorical data using Rough Set Theory
Data & Knowledge Engineering
Comparison between two coevolutionary feature weighting algorithms in clustering
Pattern Recognition
Extensions of vector quantization for incremental clustering
Pattern Recognition
Extracting Relevant Attribute Values for Improved Search
IEEE Internet Computing
Randomized metric induction and evolutionary conceptual clustering for semantic knowledge bases
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Clustering for unsupervised relation identification
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Merging distributed database summaries
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Clustering support for automated tracing
Proceedings of the twenty-second IEEE/ACM international conference on Automated software engineering
New modifications and applications of fuzzy C-means methodology
Computational Statistics & Data Analysis
A personalized search engine based on Web-snippet hierarchical clustering
Software—Practice & Experience
Enhanced P2P services providing multimedia content
Advances in Multimedia
A density-based cluster validity approach using multi-representatives
Pattern Recognition Letters
Cluster validity measurement for arbitrary shaped clusters
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Cluster validity measurement techniques
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Multi-objective clustering ensemble
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
An overview of clustering methods
Intelligent Data Analysis
Relation discovery from web data for competency management
Web Intelligence and Agent Systems
Incremental clustering of mixed data based on distance hierarchy
Expert Systems with Applications: An International Journal
Image clustering based on a shared nearest neighbors approach for tagged collections
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Discovering correlated spatio-temporal changes in evolving graphs
Knowledge and Information Systems
Building rules on top of ontologies for the semantic web with inductive logic programming
Theory and Practice of Logic Programming
Innovation in the cluster validating techniques
Fuzzy Optimization and Decision Making
On the Missing Link Between Frequent Pattern Discovery and Concept Formation
Inductive Logic Programming
A Bounded Index for Cluster Validity
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Multi-level Clustering in Sarcoidosis: A Preliminary Study
AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine
From Web to Social Web: Discovering and Deploying User and Content Profiles
Categorical Data Clustering Using the Combinations of Attribute Values
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Evolutionary Clustering in Description Logics: Controlling Concept Formation and Drift in Ontologies
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Automatic image pixel clustering with an improved differential evolution
Applied Soft Computing
Identification of association rules between clusters
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
Identifying clusters of user behavior in intranet search engine log files
Journal of the American Society for Information Science and Technology
A Robust Methodology for Comparing Performances of Clustering Validity Criteria
SBIA '08 Proceedings of the 19th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
On the efficiency of evolutionary fuzzy clustering
Journal of Heuristics
Intrusion detection alarms reduction using root cause analysis and clustering
Computer Communications
SS'08 Proceedings of the 17th conference on Security symposium
A comprehensive validity index for clustering
Intelligent Data Analysis
A new method for hierarchical clustering combination
Intelligent Data Analysis
On comparing two sequences of numbers and its applications to clustering analysis
Information Sciences: an International Journal
Information Granulation: A Medical Case Study
Transactions on Rough Sets IX
Clustering of document collection - A weighting approach
Expert Systems with Applications: An International Journal
Hybrid intelligent vision-based car-like vehicle backing systems design
Expert Systems with Applications: An International Journal
Multidimensional cluster stability analysis from a Brazilian Bradyrhizobium sp. RFLP/PCR data set
Journal of Computational and Applied Mathematics
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)
Document analysis and visualization with zero-inflated poisson
Data Mining and Knowledge Discovery
A comparison of extrinsic clustering evaluation metrics based on formal constraints
Information Retrieval
Robust Division in Clustering of Streaming Time Series
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Metric-based stochastic conceptual clustering for ontologies
Information Systems
Metric-based stochastic conceptual clustering for ontologies
Information Systems
Hybrid clustering for validation and improvement of subject-classification schemes
Information Processing and Management: an International Journal
A novel measure for validating clustering results applied to road traffic
Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data
A novel measure for validating clustering results applied to road traffic
Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data
An Approach to Web-Scale Named-Entity Disambiguation
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
A new clustering approach using similarity of patterns texture
Intelligent Data Analysis
Mixture-model cluster analysis using information theoretical criteria
Intelligent Data Analysis
Fuzzy Clustering for Categorical Spaces
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Performance evaluation of density-based clustering methods
Information Sciences: an International Journal
Separation index and partial membership for clustering
Computational Statistics & Data Analysis
A novel HMM-based clustering algorithm for the analysis of gene expression time-course data
Computational Statistics & Data Analysis
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Using graph partitioning to discover regions of correlated spatio-temporal change in evolving graphs
Intelligent Data Analysis
Collaborative clustering with background knowledge
Data & Knowledge Engineering
Framework for evaluating clustering algorithms in duplicate detection
Proceedings of the VLDB Endowment
A hybrid approach for supplier cluster analysis
Computers & Mathematics with Applications
DS '09 Proceedings of the 12th International Conference on Discovery Science
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Advances in Engineering Software
Adherence clustering: an efficient method for mining market-basket clusters
Information Systems
Feature-based cluster validation for high-dimensional data
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Kernel-induced fuzzy clustering of image pixels with an improved differential evolution algorithm
Information Sciences: an International Journal
Data-Fusion in Clustering Microarray Data: Balancing Discovery and Interpretability
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Multiobjective genetic algorithm-based fuzzy clustering of categorical attributes
IEEE Transactions on Evolutionary Computation
A clustering validity assessment index
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
A new HMM-based ensemble generation method for numeral recognition
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
QC4: a clustering evaluation method
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Towards adaptive web mining: histograms and contexts in text data clustering
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Generalized external indexes for comparing data partitions with overlapping categories
Pattern Recognition Letters
Methods to bicluster validation and comparison in microarray data
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Semi-fuzzy splitting in online divisive-agglomerative clustering
EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence
Weighted partition consensus via kernels
Pattern Recognition
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
A K-means approach based on concept hierarchical tree for search results clustering
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Stochastic approximation driven particle swarm optimization
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Approximate clustering of time series using compact model-based descriptions
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Fuzzy Clustering for Semantic Knowledge Bases
Fundamenta Informaticae - Methodologies for Intelligent Systems
Exploiting tree structure of a web page for clustering
International Journal of Knowledge and Web Intelligence
Fractional particle swarm optimization in multidimensional search space
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Flocking based approach for data clustering
Natural Computing: an international journal
Impact of object extraction methods on classification performance in surface inspection systems
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
F-statistics algorithm for gene clustering evaluation
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Behavioral clustering of HTTP-based malware and signature generation using malicious network traces
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
On combining multiple clusterings: an overview and a new perspective
Applied Intelligence
Stability-based validation of bicluster solutions
Pattern Recognition
Expert Systems with Applications: An International Journal
Finding irregularly shaped clusters based on entropy
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Mining hot clusters of similar anomalies for system management
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
On consensus clustering validation
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Towards a standard methodology to evaluate internal cluster validity indices
Pattern Recognition Letters
An improved rough clustering using discernibility based initial seed computation
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Proceedings of the 14th International Conference on Extending Database Technology
L2GClust: local-to-global clustering of stream sources
Proceedings of the 2011 ACM Symposium on Applied Computing
A methodology to find clusters in the data based on Shannon's entropy and genetic algorithms
ACELAE'11 Proceedings of the 10th WSEAS international conference on communications, electrical & computer engineering, and 9th WSEAS international conference on Applied electromagnetics, wireless and optical communications
A semantic approach to ETL technologies
Data & Knowledge Engineering
Automatic hierarchical clustering algorithm for remote sensing data
Pattern Recognition and Image Analysis
Enhancing grid-density based clustering for high dimensional data
Journal of Systems and Software
Population-based artificial immune system clustering algorithm
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
The minimum code length for clustering using the gray code
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
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 partitioning approach to SOM clustering
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Grouping alternating schemata in semantic valence dictionary of polish verbs
TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
Unsupervised video surveillance
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
A classification of cluster validity indexes based on membership degree and applications
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part I
CarGene: Characterisation of sets of genes based on metabolic pathways analysis
International Journal of Data Mining and Bioinformatics
On measuring forgery quality in online signatures
Pattern Recognition
Model order selection for multiple cooperative swarms clustering using stability analysis
Information Sciences: an International Journal
MiniMax ε-stable cluster validity index for Type-2 fuzziness
Information Sciences: an International Journal
Comparative analysis of power consumption in university buildings using envSOM
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Effectivity of internal validation techniques for gene clustering
ISBMDA'06 Proceedings of the 7th international conference on Biological and Medical Data Analysis
A p2p architecture for multimedia content retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
DClusterE: A Framework for Evaluating and Understanding Document Clustering Using Visualization
ACM Transactions on Intelligent Systems and Technology (TIST)
Contextual maps for browsing huge document collections
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Text data clustering by contextual graphs
DS'06 Proceedings of the 9th international conference on Discovery Science
Integration of ant colony SOM and k-means for clustering analysis
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
IWDC'05 Proceedings of the 7th international conference on Distributed Computing
Distribution design in distributed databases using clustering to solve large instances
ISPA'05 Proceedings of the Third international conference on Parallel and Distributed Processing and Applications
Modified adaptive resonance theory network for mixed data based on distance hierarchy
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
Clustering and selecting suppliers based on simulated annealing algorithms
Computers & Mathematics with Applications
CPCQ: Contrast pattern based clustering quality index for categorical data
Pattern Recognition
Overcoming browser cookie churn with clustering
Proceedings of the fifth ACM international conference on Web search and data mining
Data Mining and Knowledge Discovery
A two-stage genetic algorithm for automatic clustering
Neurocomputing
NNCluster: an efficient clustering algorithm for road network trajectories
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
User-driven fuzzy clustering: on the road to semantic classification
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Parallel implementation of information retrieval clustering models
VECPAR'04 Proceedings of the 6th international conference on High Performance Computing for Computational Science
Model-Based cluster analysis for web users sessions
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Kernel k-means for categorical data
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Genetic algorithms for feature weighting: evolution vs. coevolution and darwin vs. lamarck
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
A coevolutionary approach for clustering with feature weighting application to image analysis
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
Improving retrievability with improved cluster-based pseudo-relevance feedback selection
Expert Systems with Applications: An International Journal
HS-measure: a hybrid clustering validity measure to interpret road traffic data
Proceedings of the 5th International ICST Conference on Performance Evaluation Methodologies and Tools
Clustering of web sessions using levenshtein metric
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
Fuzzy distance based hierarchical clustering calculated using the a∗ algorithm
IWCIA'06 Proceedings of the 11th international conference on Combinatorial Image Analysis
Clustering similarity comparison using density profiles
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A non-parametric method for data clustering with optimal variable weighting
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Clustering of heterogeneously typed data with soft computing - a case study
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
A new grouping genetic algorithm for clustering problems
Expert Systems with Applications: An International Journal
Multi-dimensional representations of laparoscopic simulations for SANETs
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part II
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
A new efficient and unbiased approach for clustering quality evaluation
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Classification of textual E-mail spam using data mining techniques
Applied Computational Intelligence and Soft Computing
Journal of Artificial Intelligence Research
Automated computational delimitation of SST upwelling areas using fuzzy clustering
Computers & Geosciences
k-Means clustering of asymmetric data
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
GANC: Greedy agglomerative normalized cut for graph clustering
Pattern Recognition
A two-leveled symbiotic evolutionary algorithm for clustering problems
Applied Intelligence
Validating cluster structures in data mining tasks
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Hypergraph based geometric biclustering algorithm
Pattern Recognition Letters
A framework for Multi-Agent Based Clustering
Autonomous Agents and Multi-Agent Systems
GAUR: a method to detect Sybil groups in peer-to-peer overlays
International Journal of Grid and Utility Computing
Hierarchical cluster algorithm for remote sensing data of earth
Pattern Recognition and Image Analysis
Automatic aspect discrimination in data clustering
Pattern Recognition
An effective unsupervised network anomaly detection method
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Mining complex activities in the wild via a single smartphone accelerometer
Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data
Text categorization using an ensemble classifier based on a mean co-association matrix
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
ciForager: Incrementally discovering regions of correlated change in evolving graphs
ACM Transactions on Knowledge Discovery from Data (TKDD)
Design and implementation of an intelligent automatic question answering system based on data mining
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
A constructive particle swarm algorithm for fuzzy clustering
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
An extensive comparative study of cluster validity indices
Pattern Recognition
Unsupervised translation sense clustering
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
A visual analytics framework for cluster analysis of DNA microarray data
Expert Systems with Applications: An International Journal
Towards hierarchical clustering
CSR'07 Proceedings of the Second international conference on Computer Science: theory and applications
Discretization in gene expression data analysis: a selected survey
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
A novel soft set approach in selecting clustering attribute
Knowledge-Based Systems
Model-based clustering of high-dimensional data: Variable selection versus facet determination
International Journal of Approximate Reasoning
Optimal clustering in the context of overlapping cluster analysis
Information Sciences: an International Journal
Clustering criteria in multiobjective data clustering
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Center-Wise intra-inter silhouettes
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
VAMO: towards a fully automated malware clustering validity analysis
Proceedings of the 28th Annual Computer Security Applications Conference
Iterative evolutionary subspace clustering
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
MicroClAn: Microarray clustering analysis
Journal of Parallel and Distributed Computing
An evolutionary computational model applied to cluster analysis of DNA microarray data
Expert Systems with Applications: An International Journal
GPU accelerated genetic clustering
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
How people describe their place: identifying predominant types of place descriptions
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Evaluation of malware clustering based on its dynamic behaviour
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Scalable fine-grained behavioral clustering of HTTP-based malware
Computer Networks: The International Journal of Computer and Telecommunications Networking
Structure inference for linked data sources using clustering
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Ranking and selection of unsupervised learning marketing segmentation
Knowledge-Based Systems
A general evaluation measure for document organization tasks
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
On the combination of relative clustering validity criteria
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
Journal of Information Science
Expert system for clustering prokaryotic species by their metabolic features
Expert Systems with Applications: An International Journal
Cluster ensemble selection based on relative validity indexes
Data Mining and Knowledge Discovery
Visualizing clusters in artificial neural networks using Morse theory
Advances in Artificial Neural Systems
How Many Clusters: A Validation Index for Arbitrary-Shaped Clusters
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Is data clustering in adversarial settings secure?
Proceedings of the 2013 ACM workshop on Artificial intelligence and security
Clustering Household Electricity Use Profiles
Proceedings of Workshop on Machine Learning for Sensory Data Analysis
Heterogeneous graph-based intent learning with queries, web pages and Wikipedia concepts
Proceedings of the 7th ACM international conference on Web search and data mining
Evolutionary k-means for distributed data sets
Neurocomputing
Journal of Information Science
Asymmetric clustering using the alpha-beta divergence
Pattern Recognition
A comparison of clustering quality indices using outliers and noise
Intelligent Data Analysis
Feature selection for k-means clustering stability: theoretical analysis and an algorithm
Data Mining and Knowledge Discovery
| Hi-index | 0.01 |
Cluster analysis aims at identifying groups of similar objects and, therefore helps to discover distribution of patterns and interesting correlations in large data sets. It has been subject of wide research since it arises in many application domains in engineering, business and social sciences. Especially, in the last years the availability of huge transactional and experimental data sets and the arising requirements for data mining created needs for clustering algorithms that scale and can be applied in diverse domains.This paper introduces the fundamental concepts of clustering while it surveys the widely known clustering algorithms in a comparative way. Moreover, it addresses an important issue of clustering process regarding the quality assessment of the clustering results. This is also related to the inherent features of the data set under concern. A review of clustering validity measures and approaches available in the literature is presented. Furthermore, the paper illustrates the issues that are under-addressed by the recent algorithms and gives the trends in clustering process.