Algorithms for clustering data
Algorithms for clustering data
Applied multivariate statistical analysis
Applied multivariate statistical analysis
A Validity Measure for Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Robust Competitive Clustering Algorithm With Applications in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
An experimental comparison of several clustering and initialization methods
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Clustering with a genetically optimized approach
IEEE Transactions on Evolutionary Computation
New indices for cluster validity assessment
Pattern Recognition Letters
An objective approach to cluster validation
Pattern Recognition Letters
Evaluation of Stability of k-Means Cluster Ensembles with Respect to Random Initialization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Analytically tractable case of fuzzy c-means clustering
Pattern Recognition
Geometric visualization of clusters obtained from fuzzy clustering algorithms
Pattern Recognition
Robust lip region segmentation for lip images with complex background
Pattern Recognition
EURASIP Journal on Applied Signal Processing
Parallel nearest neighbour clustering algorithm (PNNCA) for segmenting retinal blood vessels
PDCN'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: parallel and distributed computing and networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
A density-based cluster validity approach using multi-representatives
Pattern Recognition Letters
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
A VNS-based hierarchical clustering method
CIMMACS'06 Proceedings of the 5th WSEAS International Conference on Computational Intelligence, Man-Machine Systems and Cybernetics
Developing a feature weight self-adjustment mechanism for a K-means clustering algorithm
Computational Statistics & Data Analysis
Incremental clustering of mixed data based on distance hierarchy
Expert Systems with Applications: An International Journal
Detection of Gene Expressions in Microarrays by Applying Iteratively Elastic Neural Net
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
A Bounded Index for Cluster Validity
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
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
An Efficient Algorithm for Optimal Multilevel Thresholding of Irregularly Sampled Histograms
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Unsupervised Pixel Classification in Satellite Imagery: A Two-stage Fuzzy Clustering Approach
Fundamenta Informaticae
A comprehensive validity index for clustering
Intelligent Data Analysis
Clustering Time-Series Gene Expression Data with Unequal Time Intervals
Transactions on Computational Systems Biology X
Benchmarking graph-based clustering algorithms
Image and Vision Computing
Genetic algorithm for text clustering based on latent semantic indexing
Computers & Mathematics with Applications
Models for association rules based on clustering and correlation
Intelligent Data Analysis
Research a Novel Optimization Mechanism of Parameters Based on Hybrid NN and GA
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
A Novel Hybrid Evolution Algorithm Based on Agent Behavior and Paradigm Learning
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Enhanced bisecting k-means clustering using intermediate cooperation
Pattern Recognition
A System for Deriving a Neuro-Fuzzy Recommendation Model
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
A new point symmetry based fuzzy genetic clustering technique for automatic evolution of clusters
Information Sciences: an International Journal
Efficient Optimal Multi-level Thresholding for Biofilm Image Segmentation
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
A Pattern Classification Approach to DNA Microarray Image Segmentation
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
A method of relational fuzzy clustering based on producing feature vectors using FastMap
Information Sciences: an International Journal
A new scalable and efficient parallel algorithm (PRACAL) for clustering large datasets
PDCS '07 Proceedings of the 19th IASTED International Conference on Parallel and Distributed Computing and Systems
Performance evaluation of some symmetry-based cluster validity indexes
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews - Special issue on information reuse and integration
A new separation measure for improving the effectiveness of validity indices
Information Sciences: an International Journal
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Analysis of microarray data using multiobjective variable string length genetic fuzzy clustering
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Research a New Dynamic Clustering Algorithm Based on Genetic Immunity Mechanism
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Extracting activated regions of fMRI data using unsupervised learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Feature-based cluster validation for high-dimensional data
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Multiobjective genetic algorithm-based fuzzy clustering of categorical attributes
IEEE Transactions on Evolutionary Computation
Clustering of time series data-a survey
Pattern Recognition
Pattern Recognition
Computers in Biology and Medicine
A quantum-inspired genetic algorithm for k-means clustering
Expert Systems with Applications: An International Journal
A new HMM-based ensemble generation method for numeral recognition
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Assessing the performance of a graph-based clustering algorithm
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
A new multiobjective clustering technique based on the concepts of stability and symmetry
Knowledge and Information Systems
Multiple classifier fusion using k-nearest localized templates
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Integrating clustering and supervised learning for categorical data analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
A multiobjective approach to MR brain image segmentation
Applied Soft Computing
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
Text stream clustering algorithm based on adaptive feature selection
Expert Systems with Applications: An International Journal
A Robust Multiple Classifier System for Pixel Classification of Remote Sensing Images
Fundamenta Informaticae
Sub-grid and spot detection in DNA microarray images using optimal multi-level thresholding
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Validity index for clusters of different sizes and densities
Pattern Recognition Letters
Hybrid associative retrieval of three-dimensional models
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Towards a standard methodology to evaluate internal cluster validity indices
Pattern Recognition Letters
Dampster-Shafer evidence theory based multi-characteristics fusion for clustering evaluation
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
A new multi-objective technique for differential fuzzy clustering
Applied Soft Computing
Use of a fuzzy granulation--degranulation criterion for assessing cluster validity
Fuzzy Sets and Systems
A novel support vector classifier with better rejection performance
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Artificial immune multi-objective SAR image segmentation with fused complementary features
Information Sciences: an International Journal
Unsupervised and Supervised Learning Approaches Together for Microarray Analysis
Fundamenta Informaticae
Image segmentation of biofilm structures using optimal multi-level thresholding
International Journal of Data Mining and Bioinformatics
Density-based Silhouette diagnostics for clustering methods
Statistics and Computing
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
MOSCFRA: a multi-objective genetic approach for simultaneous clustering and gene ranking
CIBB'10 Proceedings of the 7th international conference on Computational intelligence methods for bioinformatics and biostatistics
A graph model for mutual information based clustering
Journal of Intelligent Information Systems
A new similarity measure based robust possibilistic c-means clustering algorithm
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Application of a two-level self organizing map for korean online game market segmentation
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Theory of a probabilistic-dependence measure of dissimilarity among multiple clusters
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Genetic algorithm-based text clustering technique
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Classification of digital terrain models through fuzzy clustering: an application
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Flexible architecture of self organizing maps for changing environments
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis 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
New characteristics for the classification of burns: experimental study
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Co-expression gene discovery from microarray for integrative systems biology
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Color image segmentation using tensor voting based color clustering
Pattern Recognition Letters
Remote sensing image segmentation by active queries
Pattern Recognition
K-dynamical self organizing maps
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Biological assessment of grid and spot detection in cDNA microarray images
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
A novel method of neural network optimized design based on biologic mechanism
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
A novel hybrid data mining method based on the RS and BP
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Improved differential evolution for microarray analysis
International Journal of Data Mining and Bioinformatics
Some connectivity based cluster validity indices
Applied Soft Computing
A new profile alignment method for clustering gene expression data
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
Estimation of the number of clusters using multiple clustering validity indices
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
iVAT and aVAT: enhanced visual analysis for cluster tendency assessment
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Applications of multilevel thresholding algorithms to transcriptomics data
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
A multi-level thresholding-based method to learn fuzzy membership functions from data warehouse
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Partitive clustering (K-means family)
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Expert Systems with Applications: An International Journal
An evaluation of clustering technique over intrusion detection system
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Unsupervised Pixel Classification in Satellite Imagery: A Two-stage Fuzzy Clustering Approach
Fundamenta Informaticae
An extensive comparative study of cluster validity indices
Pattern Recognition
Expert Systems with Applications: An International Journal
A new algorithm for finding enriched regions in ChIP-Seq data
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
A generalized automatic clustering algorithm in a multiobjective framework
Applied Soft Computing
Evaluating the use of clustering for automatically organising digital library collections
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
An agent-based model to simulate and analyse behaviour under noisy and deceptive information
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Experiments in automated support for argument reconstruction
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Law
An extension to Rough c-means clustering based on decision-theoretic Rough Sets model
International Journal of Approximate Reasoning
Journal of Information Science
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
Natural Computing: an international journal
SAR image segmentation based on quantum-inspired multiobjective evolutionary clustering algorithm
Information Processing Letters
A comparison of clustering quality indices using outliers and noise
Intelligent Data Analysis
A dissimilarity measure based Fuzzy c-means FCM clustering algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
| Hi-index | 0.15 |
In this article, we evaluate the performance of three clustering algorithms, hard K-Means, single linkage, and a simulated annealing (SA) based technique, in conjunction with four cluster validity indices, namely Davies-Bouldin index, Dunn's index, Calinski-Harabasz index, and a recently developed index \cal I. Based on a relation between the index \cal I and the Dunn's index, a lower bound of the value of the former is theoretically estimated in order to get unique hard K-partition when the data set has distinct substructures. The effectiveness of the different validity indices and clustering methods in automatically evolving the appropriate number of clusters is demonstrated experimentally for both artificial and real-life data sets with the number of clusters varying from two to ten. Once the appropriate number of clusters is determined, the SA-based clustering technique is used for proper partitioning of the data into the said number of clusters.