Algorithms for clustering data
Algorithms for clustering data
The dynamics of collective sorting robot-like ants and ant-like robots
Proceedings of the first international conference on simulation of adaptive behavior on From animals to animats
Diversity and adaptation in populations of clustering ants
SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A comparative study of clustering methods
Future Generation Computer Systems - Special double issue on data mining
CACTUS—clustering categorical data using summaries
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Swarm intelligence: from natural to artificial systems
Swarm intelligence: from natural to artificial systems
The ant colony optimization meta-heuristic
New ideas in optimization
ACM Computing Surveys (CSUR)
Ant algorithms for discrete optimization
Artificial Life
Data mining: concepts and techniques
Data mining: concepts and techniques
Swarm intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Tabu Search
Artificial Immune Systems: A New Computational Intelligence Paradigm
Artificial Immune Systems: A New Computational Intelligence Paradigm
CLARANS: A Method for Clustering Objects for Spatial Data Mining
IEEE Transactions on Knowledge and Data Engineering
On Improving Clustering in Numerical Databases with Artificial Ants
ECAL '99 Proceedings of the 5th European Conference on Advances in Artificial Life
A GRASP Algorithm for Clustering
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
A survey of evolutionary algorithms for data mining and knowledge discovery
Advances in evolutionary computing
Ant Colony Optimization
On the performance of ant-based clustering
Design and application of hybrid intelligent systems
HDACC: A Heuristic Density-Based Ant Colony Clustering Algorithm
IAT '04 Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology
ACODF: a novel data clustering approach for data mining in large databases
Journal of Systems and Software - Special issue: Performance modeling and analysis of computer systems and networks
Ant-Based Clustering and Topographic Mapping
Artificial Life
Combination Artificial Ant Clustering and K-PSO Clustering Approach to Network Security Model
ICHIT '06 Proceedings of the 2006 International Conference on Hybrid Information Technology - Volume 02
An aggregated clustering approach using multi-ant colonies algorithms
Pattern Recognition
Kernel based automatic clustering using modified particle swarm optimization algorithm
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A Quick Ant Clustering Algorithm
FSKD '07 Proceedings of the Fourth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 01
Cluster Analysis Based on Artificial Immune System and Ant Algorithm
ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 03
A hybridized approach to data clustering
Expert Systems with Applications: An International Journal
Towards Improving Ant-Based Clustering - An Chaotic Ant Clustering Algorithm
CISW '07 Proceedings of the 2007 International Conference on Computational Intelligence and Security Workshops
An Improved Clustering Algorithm Based on Ant Colony Approach
CISW '07 Proceedings of the 2007 International Conference on Computational Intelligence and Security Workshops
Research on an Ant Colony ISODATA Algorithm for Clustering Analysis in Real Time Computer Simulation
DMAMH '07 Proceedings of the Second Workshop on Digital Media and its Application in Museum & Heritage
Automatic kernel clustering with a Multi-Elitist Particle Swarm Optimization Algorithm
Pattern Recognition Letters
Aggregation pheromone density based data clustering
Information Sciences: an International Journal
A Hybrid Clustering Algorithm Based on Multi-swarm Constriction PSO and GRASP
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
SwarmClass: A Novel Data Clustering Approach by a Hybridization of an Ant Colony with Flying Insects
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
A Hybrid Evolutionary Algorithm Based on ACO and PSO for Real Estate Early Warning System
ICCSIT '08 Proceedings of the 2008 International Conference on Computer Science and Information Technology
A new arrhythmia clustering technique based on Ant Colony Optimization
Journal of Biomedical Informatics
An Ant-Based Fast Text Clustering Approach Using Pheromone
FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 02
FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 02
Short-Term Load Forecasting Based on Ant Colony Fuzzy Clustering and SVM Algorithm
ICNC '08 Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 02
Kernel Function Clustering Based on Ant Colony Algorithm
ICNC '08 Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 07
A Novel Clustering Algorithm with Ant Colony Optimization
PACIIA '08 Proceedings of the 2008 IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application - Volume 02
An efficient hybrid data clustering method based on K-harmonic means and Particle Swarm Optimization
Expert Systems with Applications: An International Journal
Fuzzy Document Clustering Based on Ant Colony Algorithm
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Clustering with Swarm Algorithms Compared to Emergent SOM
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Ant Clustering Using Ensembles of Partitions
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
A Hybrid Bumble Bees Mating Optimization - GRASP Algorithm for Clustering
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A Revised Ant Clustering Algorithm with Obstacle Constraints
CSIE '09 Proceedings of the 2009 WRI World Congress on Computer Science and Information Engineering - Volume 03
A New Hybrid Ant Colony Algorithm for Clustering Problem
ETTANDGRS '08 Proceedings of the 2008 International Workshop on Education Technology and Training & 2008 International Workshop on Geoscience and Remote Sensing - Volume 01
Entropy-based metrics in swarm clustering
International Journal of Intelligent Systems
An Improved Entropy-Based Ant Clustering Algorithm
ICIE '09 Proceedings of the 2009 WASE International Conference on Information Engineering - Volume 02
Exploring ant-based algorithms for gene expression data analysis
Artificial Intelligence in Medicine
Differential evolution and particle swarm optimisation in partitional clustering
Computational Statistics & Data Analysis
A New Clustering Algorithm Based on PSO with the Jumping Mechanism of SA
IITA '09 Proceedings of the 2009 Third International Symposium on Intelligent Information Technology Application - Volume 03
Novel Hybrid Document Clustering Algorithm Based on Ant Colony and Agglomerate
KAM '09 Proceedings of the 2009 Second International Symposium on Knowledge Acquisition and Modeling - Volume 03
Expert Systems with Applications: An International Journal
A New Algorithm for Clustering Based on Particle Swarm Optimization and K-means
AICI '09 Proceedings of the 2009 International Conference on Artificial Intelligence and Computational Intelligence - Volume 04
An adaptive ant-based clustering algorithm with improved environment perception
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
AntClust: ant clustering and web usage mining
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
A scalable artificial immune system model for dynamic unsupervised learning
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Expert Systems with Applications: An International Journal
A hybrid ant colony algorithm for the grain distribution centers location
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
An application of particle swarm optimization algorithm to clustering analysis
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special issue on Digital Information Forensics
Topic discovery from document using ant-based clustering combination
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
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
A combinational clustering method based on artificial immune system and support vector machine
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
An ACO-based clustering algorithm
ANTS'06 Proceedings of the 5th international conference on Ant Colony Optimization and Swarm Intelligence
Quantum-Behaved particle swarm optimization clustering algorithm
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Hybridization of the ant colony optimization with the k-means algorithm for clustering
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
A mountain clustering based on improved PSO algorithm
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
A modified clustering algorithm based on swarm intelligence
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
HM'05 Proceedings of the Second international conference on Hybrid Metaheuristics
Survey of clustering algorithms
IEEE Transactions on Neural Networks
A hybrid particle Swarm optimization algorithm for clustering analysis
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Constrained clustering via swarm intelligence
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
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Clustering is a popular data analysis and data mining technique. It is the unsupervised classification of patterns into groups. Many algorithms for large data sets have been proposed in the literature using different techniques. However, conventional algorithms have some shortcomings such as slowness of the convergence, sensitive to initial value and preset classed in large scale data set etc. and they still require much investigation to improve performance and efficiency. Over the last decade, clustering with ant-based and swarm-based algorithms are emerging as an alternative to more traditional clustering techniques. Many complex optimization problems still exist, and it is often very difficult to obtain the desired result with one of these algorithms alone. Thus, robust and flexible techniques of optimization are needed to generate good results for clustering data. Some algorithms that imitate certain natural principles, known as evolutionary algorithms have been used in a wide variety of real-world applications. Recently, much research has been proposed using hybrid evolutionary algorithms to solve the clustering problem. This paper provides a survey of hybrid evolutionary algorithms for cluster analysis.